{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import os\n",
    "\n",
    "from tensorflow import keras\n",
    "from tensorflow.keras import layers\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "import seaborn as sns\n",
    "sns.set(rc={'figure.figsize':(16,8)})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading dcos_docker.csv\n",
      "Reading os_linux.csv\n",
      "Reading db_oracle_11g.csv\n",
      "Reading mw_redis.csv\n",
      "Reading dcos_container.csv\n"
     ]
    }
   ],
   "source": [
    "data_path = '../../../data/train_data/host'\n",
    "dfs = {}\n",
    "for file in os.listdir(data_path):\n",
    "    print('Reading ' + file)\n",
    "    dfs[file[:-4]] = pd.read_csv(data_path+'/'+file) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>itemid</th>\n",
       "      <th>name</th>\n",
       "      <th>bomc_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>value</th>\n",
       "      <th>cmdb_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>999999996381324</td>\n",
       "      <td>container_session_used</td>\n",
       "      <td>ZJ-004-058</td>\n",
       "      <td>1588521611000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>docker_008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>999999996381333</td>\n",
       "      <td>container_fgct</td>\n",
       "      <td>ZJ-004-104</td>\n",
       "      <td>1588521611000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>docker_008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>999999996381334</td>\n",
       "      <td>container_cpu_used</td>\n",
       "      <td>ZJ-004-059</td>\n",
       "      <td>1588521611000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>docker_008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>999999996381323</td>\n",
       "      <td>container_thread_idle</td>\n",
       "      <td>ZJ-004-063</td>\n",
       "      <td>1588521611000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>docker_008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>999999996381322</td>\n",
       "      <td>container_thread_running</td>\n",
       "      <td>ZJ-004-062</td>\n",
       "      <td>1588521611000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>docker_008</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            itemid                      name     bomc_id      timestamp  \\\n",
       "0  999999996381324    container_session_used  ZJ-004-058  1588521611000   \n",
       "1  999999996381333            container_fgct  ZJ-004-104  1588521611000   \n",
       "2  999999996381334        container_cpu_used  ZJ-004-059  1588521611000   \n",
       "3  999999996381323     container_thread_idle  ZJ-004-063  1588521611000   \n",
       "4  999999996381322  container_thread_running  ZJ-004-062  1588521611000   \n",
       "\n",
       "   value     cmdb_id  \n",
       "0    0.0  docker_008  \n",
       "1    0.0  docker_008  \n",
       "2    0.0  docker_008  \n",
       "3    0.0  docker_008  \n",
       "4    0.0  docker_008  "
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs['dcos_docker'].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "def normalise(df):\n",
    "    mean = df['value'].mean()\n",
    "    std = df['value'].std()\n",
    "    df['value'] = (df['value'] - training_mean) / training_std\n",
    "    return df\n",
    "\n",
    "def gen_train_seq(values):\n",
    "    TIME_STEPS = 288\n",
    "\n",
    "    output = []\n",
    "    for i in range(len(values) - time_steps):\n",
    "        output.append(values[i : (i + time_steps)])\n",
    "        \n",
    "    return np.stack(output)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "****************************************\n",
      "dcos_docker\n"
     ]
    },
    {
     "ename": "AttributeError",
     "evalue": "'DataFrame' object has no attribute 'name'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-51-951c7d3f89fc>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      3\u001b[0m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m     \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdfs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m     \u001b[0;32mfor\u001b[0m \u001b[0mname\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf_c\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munique\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m         \u001b[0mdf_train\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf_c\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdf_c\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m         \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf_train\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/ml/lib/python3.8/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m   5137\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_info_axis\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_can_hold_identifiers_and_holds_name\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5138\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 5139\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   5140\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5141\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__setattr__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mAttributeError\u001b[0m: 'DataFrame' object has no attribute 'name'"
     ]
    }
   ],
   "source": [
    "for key in dfs:\n",
    "    print('*'*40)\n",
    "    print(key)\n",
    "    df = dfs[key]\n",
    "    for name in list(df_c.name.unique()):\n",
    "        df_train = df_c[df_c.name==name]\n",
    "        print(df_train.head())\n",
    "\n",
    "        for cmdb_id in list(df.cmdb_id.unique()):\n",
    "            df_c = df[df.cmdb_id == cmdb_id]\n",
    "            df_c = df_c.set_index('timestamp')[['value']]\n",
    "            df_c = normalise(df_c)\n",
    "            \n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-52-285821730d80>:1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  df_train = dfs['dcos_docker'][dfs['dcos_docker'].cmdb_id == 'docker_003'][dfs['dcos_docker'].name=='container_cpu_used']\n"
     ]
    }
   ],
   "source": [
    "df_train = dfs['dcos_docker'][dfs['dcos_docker'].cmdb_id == 'docker_003'][dfs['dcos_docker'].name=='container_cpu_used']\n",
    "df_train = df_train.set_index('timestamp')[['value']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training input shape:  (1092, 288, 1)\n"
     ]
    }
   ],
   "source": [
    "TIME_STEPS = 288\n",
    "\n",
    "# Generated training sequences for use in the model.\n",
    "def create_sequences(values, time_steps=TIME_STEPS):\n",
    "    output = []\n",
    "    for i in range(len(values) - time_steps):\n",
    "        output.append(values[i : (i + time_steps)])\n",
    "    return np.stack(output)\n",
    "\n",
    "\n",
    "x_train = create_sequences(df_train.values)\n",
    "print(\"Training input shape: \", x_train.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_6\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv1d_12 (Conv1D)           (None, 144, 32)           256       \n",
      "_________________________________________________________________\n",
      "dropout_12 (Dropout)         (None, 144, 32)           0         \n",
      "_________________________________________________________________\n",
      "conv1d_13 (Conv1D)           (None, 72, 16)            3600      \n",
      "_________________________________________________________________\n",
      "conv1d_transpose_18 (Conv1DT (None, 144, 16)           1808      \n",
      "_________________________________________________________________\n",
      "dropout_13 (Dropout)         (None, 144, 16)           0         \n",
      "_________________________________________________________________\n",
      "conv1d_transpose_19 (Conv1DT (None, 288, 32)           3616      \n",
      "_________________________________________________________________\n",
      "conv1d_transpose_20 (Conv1DT (None, 288, 1)            225       \n",
      "=================================================================\n",
      "Total params: 9,505\n",
      "Trainable params: 9,505\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model = keras.Sequential(\n",
    "    [\n",
    "        layers.Input(shape=(x_train.shape[1], x_train.shape[2])),\n",
    "        layers.Conv1D(\n",
    "            filters=32, kernel_size=7, padding=\"same\", strides=2, activation=\"relu\"\n",
    "        ),\n",
    "        layers.Dropout(rate=0.2),\n",
    "        layers.Conv1D(\n",
    "            filters=16, kernel_size=7, padding=\"same\", strides=2, activation=\"relu\"\n",
    "        ),\n",
    "        layers.Conv1DTranspose(\n",
    "            filters=16, kernel_size=7, padding=\"same\", strides=2, activation=\"relu\"\n",
    "        ),\n",
    "        layers.Dropout(rate=0.2),\n",
    "        layers.Conv1DTranspose(\n",
    "            filters=32, kernel_size=7, padding=\"same\", strides=2, activation=\"relu\"\n",
    "        ),\n",
    "        layers.Conv1DTranspose(filters=1, kernel_size=7, padding=\"same\"),\n",
    "    ]\n",
    ")\n",
    "model.compile(optimizer=keras.optimizers.Adam(learning_rate=0.001), loss=\"mse\")\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/60\n",
      "8/8 [==============================] - 0s 38ms/step - loss: 1907.7043 - val_loss: 1328.3751\n",
      "Epoch 2/60\n",
      "8/8 [==============================] - 0s 25ms/step - loss: 1024.4976 - val_loss: 593.9512\n",
      "Epoch 3/60\n",
      "8/8 [==============================] - 0s 24ms/step - loss: 615.6104 - val_loss: 546.8473\n",
      "Epoch 4/60\n",
      "8/8 [==============================] - 0s 25ms/step - loss: 530.2645 - val_loss: 546.8585\n",
      "Epoch 5/60\n",
      "8/8 [==============================] - 0s 24ms/step - loss: 485.3784 - val_loss: 500.8327\n",
      "Epoch 6/60\n",
      "8/8 [==============================] - 0s 23ms/step - loss: 460.6925 - val_loss: 497.8045\n",
      "Epoch 7/60\n",
      "8/8 [==============================] - 0s 25ms/step - loss: 442.6955 - val_loss: 461.8178\n",
      "Epoch 8/60\n",
      "8/8 [==============================] - 0s 26ms/step - loss: 421.3990 - val_loss: 441.3612\n",
      "Epoch 9/60\n",
      "8/8 [==============================] - 0s 31ms/step - loss: 396.0417 - val_loss: 395.6415\n",
      "Epoch 10/60\n",
      "8/8 [==============================] - 0s 28ms/step - loss: 365.8673 - val_loss: 350.4361\n",
      "Epoch 11/60\n",
      "8/8 [==============================] - 0s 24ms/step - loss: 332.4345 - val_loss: 305.8524\n",
      "Epoch 12/60\n",
      "8/8 [==============================] - 0s 20ms/step - loss: 300.7715 - val_loss: 262.1650\n",
      "Epoch 13/60\n",
      "8/8 [==============================] - 0s 29ms/step - loss: 274.0751 - val_loss: 224.6715\n",
      "Epoch 14/60\n",
      "8/8 [==============================] - 0s 23ms/step - loss: 251.5282 - val_loss: 193.6053\n",
      "Epoch 15/60\n",
      "8/8 [==============================] - 0s 26ms/step - loss: 229.3730 - val_loss: 167.3969\n",
      "Epoch 16/60\n",
      "8/8 [==============================] - 0s 26ms/step - loss: 207.6531 - val_loss: 142.5045\n",
      "Epoch 17/60\n",
      "8/8 [==============================] - 0s 21ms/step - loss: 188.3478 - val_loss: 118.9352\n",
      "Epoch 18/60\n",
      "8/8 [==============================] - 0s 24ms/step - loss: 170.8794 - val_loss: 104.7343\n",
      "Epoch 19/60\n",
      "8/8 [==============================] - 0s 27ms/step - loss: 159.5611 - val_loss: 98.5954\n",
      "Epoch 20/60\n",
      "8/8 [==============================] - 0s 24ms/step - loss: 151.8487 - val_loss: 90.9122\n",
      "Epoch 21/60\n",
      "8/8 [==============================] - 0s 22ms/step - loss: 145.3797 - val_loss: 87.8262\n",
      "Epoch 22/60\n",
      "8/8 [==============================] - 0s 29ms/step - loss: 140.2363 - val_loss: 83.6397\n",
      "Epoch 23/60\n",
      "8/8 [==============================] - 0s 25ms/step - loss: 135.9183 - val_loss: 77.5231\n",
      "Epoch 24/60\n",
      "8/8 [==============================] - 0s 24ms/step - loss: 131.1178 - val_loss: 75.7222\n",
      "Epoch 25/60\n",
      "8/8 [==============================] - 0s 23ms/step - loss: 127.5011 - val_loss: 74.3228\n",
      "Epoch 26/60\n",
      "8/8 [==============================] - 0s 26ms/step - loss: 124.4546 - val_loss: 67.9428\n",
      "Epoch 27/60\n",
      "8/8 [==============================] - 0s 27ms/step - loss: 122.1739 - val_loss: 68.7931\n",
      "Epoch 28/60\n",
      "8/8 [==============================] - 0s 22ms/step - loss: 118.7699 - val_loss: 64.1233\n",
      "Epoch 29/60\n",
      "8/8 [==============================] - 0s 23ms/step - loss: 115.7364 - val_loss: 61.9117\n",
      "Epoch 30/60\n",
      "8/8 [==============================] - 0s 29ms/step - loss: 113.6775 - val_loss: 58.3211\n",
      "Epoch 31/60\n",
      "8/8 [==============================] - 0s 27ms/step - loss: 111.3937 - val_loss: 58.3573\n",
      "Epoch 32/60\n",
      "8/8 [==============================] - 0s 28ms/step - loss: 109.3159 - val_loss: 56.1128\n",
      "Epoch 33/60\n",
      "8/8 [==============================] - 0s 26ms/step - loss: 107.3335 - val_loss: 52.2892\n",
      "Epoch 34/60\n",
      "8/8 [==============================] - 0s 29ms/step - loss: 104.4632 - val_loss: 50.6870\n",
      "Epoch 35/60\n",
      "8/8 [==============================] - 0s 22ms/step - loss: 102.9008 - val_loss: 48.3874\n",
      "Epoch 36/60\n",
      "8/8 [==============================] - 0s 31ms/step - loss: 101.1248 - val_loss: 48.1448\n",
      "Epoch 37/60\n",
      "8/8 [==============================] - 0s 28ms/step - loss: 99.5878 - val_loss: 45.9290\n",
      "Epoch 38/60\n",
      "8/8 [==============================] - 0s 27ms/step - loss: 97.8006 - val_loss: 44.2141\n",
      "Epoch 39/60\n",
      "8/8 [==============================] - 0s 28ms/step - loss: 96.1296 - val_loss: 42.0374\n",
      "Epoch 40/60\n",
      "8/8 [==============================] - 0s 24ms/step - loss: 94.5861 - val_loss: 40.9986\n",
      "Epoch 41/60\n",
      "8/8 [==============================] - 0s 22ms/step - loss: 92.7418 - val_loss: 40.3838\n",
      "Epoch 42/60\n",
      "8/8 [==============================] - 0s 23ms/step - loss: 92.4091 - val_loss: 36.6063\n",
      "Epoch 43/60\n",
      "8/8 [==============================] - 0s 31ms/step - loss: 90.9262 - val_loss: 38.4633\n",
      "Epoch 44/60\n",
      "8/8 [==============================] - 0s 29ms/step - loss: 89.4230 - val_loss: 35.7129\n",
      "Epoch 45/60\n",
      "8/8 [==============================] - 0s 24ms/step - loss: 88.4269 - val_loss: 34.6534\n",
      "Epoch 46/60\n",
      "8/8 [==============================] - 0s 22ms/step - loss: 88.0683 - val_loss: 33.5818\n",
      "Epoch 47/60\n",
      "8/8 [==============================] - 0s 23ms/step - loss: 87.0059 - val_loss: 33.0472\n",
      "Epoch 48/60\n",
      "8/8 [==============================] - 0s 22ms/step - loss: 86.0408 - val_loss: 32.6534\n",
      "Epoch 49/60\n",
      "8/8 [==============================] - 0s 22ms/step - loss: 84.7007 - val_loss: 31.8740\n",
      "Epoch 50/60\n",
      "8/8 [==============================] - 0s 23ms/step - loss: 83.8501 - val_loss: 31.9148\n",
      "Epoch 51/60\n",
      "8/8 [==============================] - 0s 25ms/step - loss: 83.2826 - val_loss: 33.9661\n",
      "Epoch 52/60\n",
      "8/8 [==============================] - 0s 23ms/step - loss: 82.3134 - val_loss: 32.4762\n",
      "Epoch 53/60\n",
      "8/8 [==============================] - 0s 22ms/step - loss: 81.8139 - val_loss: 28.7490\n",
      "Epoch 54/60\n",
      "8/8 [==============================] - 0s 22ms/step - loss: 81.1382 - val_loss: 28.7285\n",
      "Epoch 55/60\n",
      "8/8 [==============================] - 0s 23ms/step - loss: 80.4952 - val_loss: 30.9315\n",
      "Epoch 56/60\n",
      "8/8 [==============================] - 0s 21ms/step - loss: 79.3585 - val_loss: 31.0039\n",
      "Epoch 57/60\n",
      "8/8 [==============================] - 0s 22ms/step - loss: 79.4244 - val_loss: 30.1430\n",
      "Epoch 58/60\n",
      "8/8 [==============================] - 0s 23ms/step - loss: 78.1882 - val_loss: 28.3093\n",
      "Epoch 59/60\n",
      "8/8 [==============================] - 0s 30ms/step - loss: 77.3683 - val_loss: 28.6133\n",
      "Epoch 60/60\n",
      "8/8 [==============================] - 0s 29ms/step - loss: 76.9562 - val_loss: 29.4994\n"
     ]
    }
   ],
   "source": [
    "history = model.fit(\n",
    "    x_train,\n",
    "    x_train,\n",
    "    epochs=60,\n",
    "    batch_size=128,\n",
    "    validation_split=0.1,\n",
    "    callbacks=[\n",
    "        keras.callbacks.EarlyStopping(monitor=\"val_loss\", patience=5, mode=\"min\")\n",
    "    ],\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(history.history[\"loss\"], label=\"Training Loss\")\n",
    "plt.plot(history.history[\"val_loss\"], label=\"Validation Loss\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reconstruction error threshold:  4.744756506548987\n"
     ]
    }
   ],
   "source": [
    "# Get train MAE loss.\n",
    "x_train_pred = model.predict(x_train)\n",
    "train_mae_loss = np.mean(np.abs(x_train_pred - x_train), axis=1)\n",
    "\n",
    "plt.hist(train_mae_loss, bins=50)\n",
    "plt.xlabel(\"Train MAE loss\")\n",
    "plt.ylabel(\"No of samples\")\n",
    "plt.show()\n",
    "\n",
    "# Get reconstruction loss threshold.\n",
    "threshold = np.max(train_mae_loss)\n",
    "print(\"Reconstruction error threshold: \", threshold)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x_train[0])\n",
    "plt.plot(x_train_pred[0])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading os.csv\n",
      "Reading db.csv\n",
      "Reading redis.csv\n",
      "Reading container.csv\n",
      "Reading docker.csv\n"
     ]
    }
   ],
   "source": [
    "data_path = '../../../data/test_data/host'\n",
    "dfs_test = {}\n",
    "for file in os.listdir(data_path):\n",
    "    print('Reading ' + file)\n",
    "    dfs_test[file[:-4]] = pd.read_csv(data_path+'/'+file) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-38-0291cb22a892>:1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  df_test = dfs_test['docker'][dfs_test['docker'].cmdb_id == 'docker_003'][dfs_test['docker'].name=='container_cpu_used']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='timestamp', ylabel='value'>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_test = dfs_test['docker'][dfs_test['docker'].cmdb_id == 'docker_003'][dfs_test['docker'].name=='container_cpu_used']\n",
    "df_test = df_test.set_index('timestamp')[['value']]\n",
    "training_mean = df_test['value'].mean()\n",
    "training_std = df_test['value'].std()\n",
    "df_test['value'] = (df_test['value'] - training_mean) / training_std\n",
    "\n",
    "sns.lineplot(x='timestamp', y='value', data=df_test)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training input shape:  (393, 288, 1)\n"
     ]
    }
   ],
   "source": [
    "TIME_STEPS = 288\n",
    "\n",
    "# Generated training sequences for use in the model.\n",
    "def create_sequences(values, time_steps=TIME_STEPS):\n",
    "    output = []\n",
    "    for i in range(len(values) - time_steps):\n",
    "        output.append(values[i : (i + time_steps)])\n",
    "    return np.stack(output)\n",
    "\n",
    "\n",
    "x_test = create_sequences(df_test.values)\n",
    "print(\"Training input shape: \", x_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reconstruction error threshold:  0.1302063296106185\n"
     ]
    }
   ],
   "source": [
    "# Get train MAE loss.\n",
    "x_test_pred = model.predict(x_test)\n",
    "test_mae_loss = np.mean(np.abs(x_test_pred - x_test), axis=1)\n",
    "\n",
    "plt.hist(test_mae_loss, bins=50)\n",
    "plt.xlabel(\"Train MAE loss\")\n",
    "plt.ylabel(\"No of samples\")\n",
    "plt.show()\n",
    "\n",
    "# Get reconstruction loss threshold.\n",
    "threshold = np.max(test_mae_loss)\n",
    "print(\"Reconstruction error threshold: \", threshold)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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KQRmntSasnv8wgnOOZ15ez653BTWvF65s4u7TM4ie/Ty61Tk8tr2AVuU4AF44n+4Vn/v6VTz14k384NvuRRjS0mvq2mZndwlG5pYNv3xje+i9x/J6W/+tnJonGT549ThSUJPR0WZexYLOCuSM/8fvfh2/+5nnSx3vj774Iv71hx4behzqu7i8sjOUadDqtevYYnV8rXcHFl/8JP7go1/Cn338T1D/7L/BS7//K6WOwTnHNBWb4Jv9qnow9Zpf+8gT+OAn9+ZO+y//66OZGpQXr2/hn//mo/hKyebr/+q3H8Pv/ulzqcfUQnn7iWlddzmMbLjbi7Gy0cGZxSn0+gyXl933wr/93a/jtz7yebT+8BfBVl8GW7tU+hxFiJcvovfYH6N/4ctDve8bF9fwix/8Kv7jHz2F//hHT+HXPvIEvvxUch0vXNlEGFDcdqwC9DsgzYR5DRrTaNI+tnf2HvyomM+seZ1uVABwTD3/SZCZRVRf+70A8oPXKys7+KXffBQf+vRzzucB4O7eebyhdhH3XPwdbH/gH6D3xKfQ7kb4f3/wq/h3f/CN1Dz2oU8/h1/9yBP62vzTf/d5dLY2gO4OEHXB+8ZmSP32c+bBVD/FEdMPl5a38b994GF87M9fSj3+7KV1/NJ//Ro++ZV8g6r/+N+exG9+6tmRjsdj8pDIhr1h00Hjpevb+MUPfhXPX7aS1DnBa7cX4+Xlbdx3sob40hOI7/hWcBC83BEKKT6mulfGOX7/zy7i3tvm8B2vOwNKSKk1tduP8c//y6P4D//tyeFPmmPY9P/58OP45d/62lAlLivrYl2rVwNc9Myrh8dkQe3DjnDsqpnXIGqjH8XOl3R7cWkWs9uP0e27j1MEJRvmHHjhWnnzqHh7DeusiXN/+e8irNbwTxY/ir83+yncV7mG21g5pz3GE6fh1W5VjiN9U3R6MZ67tLHrRMdWq4f17V7m2nR74r/LBq/dXoyOFdzHckzVMNDs3zDM67U1EZy85ZtOAwCedyx22+0+opvX8O7W74JFXYCQkQUyvLUOAGArLxW/0ECnF+E3PvY0Th5v4hf+zpvwi3/3TTg2U8PDxnW8cHUTd52aQdAT9xM1mNdKcwYA0N7e+8Ku2F5qyYbvC6+huf0yqt/8LpD6NEhtGnzL/T1fWha/r09/9RKeeXndfSLOcC2ew4ebPwh6/Cz6T/93XLy6iZhxPHFhDV/8hmgd8dylDfzJI5fw1tedwS/+D9+GH/veBxDFHFdfSBInqnUQAASRCk5z7hmTeR2hnJ4xjv/0x08jZjz7u+iLa/p7n72AGzdbrrdjY6eHzi7mGo+jBSUb9szrwaPTE99Bp5/+LggYKMmuuy9c2wTnwL3zfYBzzN/5CoQBxbMb0tthTI7DF69s4uZWF2+VgSsl5dbU3//cRdxYb6NXoKDJA8+RDe90+ri0vIOP/vmLpY+1vCGY1wdfsYiLV7eG9sA4bPDBq8eRgmdeoYPXJulhY8ctDWZcOP6VuU6c811dz5hxXTPoqrvknKPz2V9H9PLjqcdpZwPbZApn7ziLxrf/bQRzJ1H79h/FS/X7C/vGpY6NhHnd5A11Quv8YrO8ukuZ4tVVZXhjnVv+9+MXVksF/SfJKsJ+OpGgjkEIdsW8XpGS4W86dxwzzYrz+l+4sokfmvoCQsT4xj0/BtBKstjuESqQilfLL84f/uwFrGx08GPvegAnjzdx4lgTr3/FEp64uIZuL0YUM7x4bUtIhlvi+KZsuDIlWNje9t5dtnWfV4N5baKNvzH9ebQr86jc/+3i/LNLuczr1dUWCIDjszX8+kefdiaSCICYU3xtfRbhHa8Du3kZFy8JB8w7T87gNz/1LNY2O/hPH30Kx2dr+Ktvuxcn5ht47T2LAIDVy0lywJQOa9flUszr6ObKTz38Mi5e3ZSHtX9v4r97EcOvf/Rp55zS6kRHe+72KIVtJRv2Na8HjlyTTL0XS68pF+T8cNu0+O7C6WO489Q0zt/oA7WpsTkOP3J+GQEleN29Yu4khBROfZwzXHx5GR//ykvyv3cxL6lrYAWvvYiBEoI//MILpUuyVtY7mKqHeM3dC+j2412Vch0m+ODV40jB93lFErzS/OCVc8GMrG0OrrtgfHfXkzGORi3EyWMNZ90r27iK/tOfQWRJS2vRFvoVwaJV7n0Tpt73c6i+8q2ISVg+eHXVvFqV0By7q8lVUNJee1EjnQ381OwfYibewBMXBrep+du1T+Lc2hfSYzPcbnXwOsR3cGVlBzO0i2NP/jbuO1V3fsYLVzZwKljH0ziHP3s5EAWeIwocVHDJ1l4uZbr13OUN/MnDl/D215/FfbfP68cfun8J/Yjh8QuruLS8jX7EcO7MLJgM1EgzCV7rM+Lv3s7emdek5lVce85idP/k1zBNuvjiwl8BCQWbT2eWcg2brqzsYGm+gb/9rgdwba2FP/j8C9kXcQYOYGO7h2juDoAzbL38PE4db+In3vMqdPsx/tmvfwVXV1v4ke95AI1aCACYnari5PEmOitXkzHLhEE/itCA/F3nBq9t4z9Gk7C4sd7Ghz97Aa+7dxFzU9UMq6H++ztfdwZPv7SOz339aup5zjna3WjiGQWPvUPJhne8bPjAwXWQmolexf9afgsXrmxiab6OeiwStmTqGM6dnsOL17ZAZk6MxXGYc45HnrmB/+uJryF46mMAxNxexLx2v/GnaHz0f8GxqRDffM/C7vaUjlY5jHP0I4bvfN0Z1CoBfv2jT5Wa85Y32licb+DcGZGknSQjRhd88OpxpJDIho/uBohwEbw2SA+b23nBq/hXmfoUYffMKwOlBOfOzOLClc3MMaIXvw4AWLt6OTlX3EeDt8Ea89kDEuIMXn/+//cwvvxUesHjnGOKdsDDGvo8VA9arxH/7jp4XVXBa/rxoLWC28KbeFXlEh55ZrAEqkoiUGaZ25jM6wDDJsY5fu7Xv4JPPZzUEl5dbeFb55cRn//veO3cOq6utjL1YS9dXsUU7WHuxCmcf2kdABlZ8NrZlP0X4wj/9F/+Pv7hv/lcYX3ab336WRybreF933lP6vH7bp/HTLOCh8/fSMyaTs9qZtd0G65NiYRH1N4786r7vMpr3/3ShxBffRofI9+JS9ECAOC/fOoZfPkSA99azWzQAPHbOr3QxGvuXsBfeM0pfPTPX8q0OCDg2pPzenBSPLb2As6dmcWZxSm85813YavVx7e9+hS+6dxC6r3333EMZPsGEEhZfEtcn7XVdVCi6BB3YJoycxvBd845x2989GlQSvDD332f3BjarxH/vvV1Z/HAHfP4rU8/l6r56kcMMeOlh/PoM8v4Z7/+lfG3u/C45aBlw555PXCon5/9eyeKSLDmxheubuHu07PgO2KNIM053HN2Fv2I4SuXgRsvvYif+tXPj6TlmcLLN7axvN7BffwCoue+CABCNlwQNL508WVMoY0f/fZFNOvh3phXI3hVBn4Lc3X8je+6D89f3sSXnhwcsK+sd7A0V8eJYw1M1UO9Hq5udPDT//7P8dylyQpmffDqcaSQyIYPeCAHCblYNEgPGzmOwop1LOOgx/nurqeSDZ87M4eNnV6G5d167qsAALKdNAqPd9YBAOHUMccRs8Er5xzPX97EJcuQiEnmldZnRASoPkjqNZJ5vbq74PWqvHb25lm1Knpgah2PPbdS6DYLiADGDjLUQkkJAYWoH+I5C+1zlzbQunEJX3w0qX+8srKDs03x3d/eECzbxatJUMc5x/p1wXydvuN2MM4Rsew4dove5ho6MmnwlrN9bLf7esPpwspGB6+5+7hmFhUoJXjwFUt47PlVnH9pHbNTVSzM1SWzS0AaM8lr69MAANbee4uomHHU0Efz5T9H6w9/Af3HP47Kq78LL029BlutHp58YQ2fevgSnrkZAjwWPV9T72e4ttbCmcUpAMDr71sC4zzjTA3OQWVR86XtELwxhxPsBu6R2fV3velO/Pi7X4kf/u77MmO8/85jmGPr4MfvFIeSbPTNFWMsOT/cjimtHsFkabp4Hp+ti1o3635lRkLgja86iXY3St0TytSt7Cbx0vI2Xry2hXiEm1yPWx+Mc2z74PWWwWDm1faaiDDTrILvrIM0ZkFoiAdfsYi/+tZ7cPzs7TgW7GB9s7Urn408PHx+GSGJUelvga1fBe93BzKvqpb3gbmu2HnsKnjN1rz25OeqhhRvevVJNGoBnhvAojLOsSKZV0LEnurCVUEIfODj53Fzq4tjM7Xhx3cLwwevHkcKvuYVQAnmVa0nV1bdximpw+2SeWU6eJUyFyNI5P0OwtXnEXGKJtvSAd/WimAqq3ML2QMSmg1ejTHaY54mHZDGrG5xkse8vnhta1dZ3is5Na/qgbura2h3Yzz1YrF0WPTDc4+NEKB+/VH8/PyHchudf/Xpa/gf5/4Y39T6Eq6u7iCKGW7cbONEVYxvgWyCIC0zun6zjVpffB9LZ85ica6OiLk+zC7R2cQL0RJ4UMErZ0UwWbRRiCKGMHAvVw/dv4RuL8bD52/g3OlZUavU3hCGSTQJdokMXtHbey0Q77fxs/O/i5mv/yZYawPVN/5V1L7tr2OmWcHaVhe/8bGnsTBbx2osgmdbOryy3kEUc5xeEMErkQkUbn3PBBxBEKASUlxd3cFW4yxuD1dx7oyQQNPuJl77zP8XwTN/kqkdu++OeSzRLWxUFoHalGajN9dump/E+fnM4HWvdc43t7r4rU8/h/tvn8d3vO6M/rwZ5lX+SwjQlEkKU/apzHfKyvPyGB+PyUarE4FxjjAg3rDpFoD6/WXFJ27ZMONiDmCtmyBNkaSuhAHe9aY78arX3A8KjgW6PVIC4pHzN/D6s4EcFke8+pJ0Gy54k5wX4/Wr0nhqFydWbsNRlnmtVgIQQnB6YUonwvOwsd1DFHMszYkSqHNnZnFleQefefQyHr+wivd95zkszNULj3HY4INXjyMFld0/yrErkYHgdNAvrHkFEulrEfgua16DqIX76Eu4/cQ0woDi+ctJ8NS//CQCxPha705QcERbgn3dWhFBwPTxpew4HLLhJOubHfM07YDUZzAzJTOSDnZzulFBP2LaGbYs2t1IS0CzgbM4z1RvFcdrER4+X9y3jjg+gFnzWl15FlO0B97Pfpecc7z87DOokz5OBBt45Pwyrq+1wDjHHMRnojvLOLXQTDkOP395A8cC8d3TmQVRWxoDUY479bCg3S1ssCb4/G2o71yB4yOmEMU8N3h95Z3H0KiF4Bw6EcLbmymzJgBAtQEGAtIbnJAZBNJrY4r20H7lezD1g7+A2uv+EggNMdOoYGWjg+X1Dn783a/E1KJwc2abaXm4UjScXhTtH3LIfwBiJ3fqeBNXV1u4wpdwMtjEmVnxhv4zfwa28gK6X/xNtD/6y2DSxRkA7jxG0aQ9XO1NgzZmNfO6s7luHN69O+u3to2X7D545ZzjP3/iPKKY4Uff9YCuz6Yky1Ro5pUQTNUrANLMWbsb62OWgU9UHk1sy3rXE8ea6Ecs11HfY3+Qx7wS/Xh23aWECOZ1aj71HJ0TpRNLwdbIygGurOzg6moLr78tSXSylRecc5Q1UPHa9avS3GkX43H0ee0azCsAnFmYGkgiqB6vi/PCfPLcmVlwAB/85LO49+wc3v7624Yf2y0OH7x6HCkkhk2TtaF5/MIq3v+HT+r/f/KFfDaPyMWi2LBJ/Ht1ZWfgpMx2ybze0XoSf418DEG/hTtPTeN5g/lbf/phdHiIG8e+GQBw84qoe22tiyB27sRJxxEJiPWIGlYu81qfxuy0ktNk2c3E/CArHd5s9fCHn7/o/OxXjcUmEzgbkf533NbHI+dv6O/NrEtVoGC5rDAhQLh1VT6W3aS9cG0LMx3RTuVMrYVHzi/rsTVi6fq6eUPXHasA4sLVTSxV2gAIyNQ8Hrr/BDiA1Y126vitTh8f+dyFoUx0OGcI+9vYZA2Ei3eivn1F1HYWMa9xPvMaBlQ7RKrvi7U2UmZNAEAIRY/UEPT3HrwqJQBvHtOsKQBMSxb/bQ+exf13HMMrHrgbMSfYWU6bD6mk0BmLebXnJcIZOAjOLE7hysoOnt4Wn4/cfAmcc0TPfAHByVeg9pYfQXz1PFq/+78kZlWyRc+FrTqIEbx2tox7OeeamzWvewn+Hjm/jEefXcFfecvdOHm8mXwuhyRPS+EpQbMuNpLp4HU45tWXiBwNfPEb1/DspXX931uyFObkMbGR38mRDn/tuRU8+mxx4tBj79BrsPU4kQaJds0rl8wrb90Ebc6n3yOD10W6Wfi7/viXX9Jr6q9/9KmMl4CJR54R98B9x+Q4CEW88oJzjrI+mRj/xlXBFDte+smHX8b1nLZfgBG4x6ZsOGFeAZHg3NzpFZqPrch1eVGyq3efFusEpRBJQ2rvjA4/fPDqcaSg5slJ29B8+pFL+PJT1/HspXV89Zll/PZnns9/sZINo5etsVMv4RzVCsVOJ8JmQS2ieO3urqcyIWKtdbz2nkU8f3kTT1xYFZvYK0/g2f5pvPb1rwEAbMj6y2hrDX1OcXwxTzbsrg21x8cYxxTtgjRm0KhV4HoR5xyLc3XMTlWdwetjz67g9z53ESsb2VY6ilk7U91GJbYWLyPT/IbFHcxO1fDspXU8+uwyfv/PLsIGsd4DJBtzAiN4jbPB68Pnb+COikhkzGMLL17fxNefXwUBR9gW8lG2uYzXnjuO7XYfn/7qJQAiWL+t2QWZmgehoczkErQ66fvlyRdu4g8+/0Kp2miNbguUx9hBA5UTdyGIOzheIANjnCNmQgaYh7/40G145Z3HcI+U0wrmdTbzuj5tILS/j11ABa+EppfQV915DK+++zh+4K3CWOr1D5zCTTaFm4bpWPeR30fv6nM4NlPTNbw0l3kVioLTC02sbHTwyKoIAOPlC2ArL4KtX0F4319A9VVvR/Mv/T/A25uILj4iPuuauC++sRoC9cSBuS+Nm7o8352bGX1e1WcdFtvtPv7zJ87jzpMz+O433p56jjo2e/qeJkiC1+7ua17zElcek4UP//cL+NiXkpZQqk5aJUtcda+Mc3zgY0/jo39evs+0x+6QW/OqHmfZdZeCgbe3QCxvC1KbRhTUsRhsFf6uf+9zF/C155Zx/uWb+OxjV/HExdXc115d2cHSfB2NWCTPg9P3g6286JyjUmAG8+r4fFHM8JufehZfLjJb0rJhI3iVSoFqJWFexTjz162VdbEHUcHrdKOCN7/mFH7oL75C+ypMGnzw6nGkkG8ecLjBAdx+Yhr//CffjL/8lrvw4rUtrKy3na9VbsNV9LC5434N5+akWRyY7LbmVTHAvLWOd77xDpxeaOI3PnYenRsvoRFtYn3uPtxx9x2IOUH3pmAP0bqJbUzprKR1xAzzquttrPFR1kOVxCD12aTeMGPYJCSM507PpiS1Cn1ZB+tmXncQBgQ/Of1xvLb1xdRz+h4EwbHeVfzC33kT/vlPvhlv+ebTDnmzqnd1M69Bew0kEgsXs4IMzjkeOb+MVzTlosz7mCEdfPEb13B2jgBRF3T+NMAiPHg2wDedW8Dv/vcLuLKyg0s3trFUbYNMiyQBJaLyNs/UahglA5NtcnrhNILFOwEAtwVruceIZA1QJcxfrs6dmcVP/dCDqFUDcT86mFcAiMJm0uN0D0iC1/R9+MCdx/A//rXX6aD0xHwDO+E84g3BgsYrL6L3yO/h3OrncGbBYCJz7kGRjCH6t7gZ1dCrHwe7cRH9Zz8PBCEq574FAEBP3gsydxLRxYcBAP2bV8FBcK3XxA6auuZVGVa1eC0360SiZF7IMwIbhN/6k2ex04nwY9/7AAIryKeEOAybkueUbNhkzZKa15KyYbW5nKyp3sNCzBiW15PftJINK+bVFbxeuLKJ9e3exO0DbkXkrcG65tVSDDEO2SaHg9jMKyHo1hewFBQzr5wDb33wLH76hx8SxyyYBBjnCCgF31oFacwiOHkv2M0rqCIeMPfJCau7gzpvOdduQJS8FA4USMmGe6rmNVTMq5j7i0q4ljfamJ+uohIm69GPv/tVeNsEyoUVfPDqcaQwqVIyxrneAD90n6gHVXIYG9Rg8Xo77lpOxjnOyklzULsczsUyNPRGgKngdQOVkOJH3/UA1jY7+LOPfRIAcOz+h9Bs1LCJKXBZ8xp0N9EOpt3HG6LmNYxEFpM2ZkAITY3HfC8hBPecncX1tVZGtqOMFVwf++pqC3ceCzCLHYTcYrfledjMScQ3nk85B9uGPRxAQLiuD7I/V7B11XgsPf5LyztYvrmDJb4KMnsCAPCqxRgx47h3XmwYgjOvEu/dWsbfeud9AAH+9W8/hphxzPBt0KnjxlhILgM8zFevgqioOgt67Cw4obgtXMs9hjLLypMNZ9DvAHEP1MG8skoTDXQGOjwPApdjIiXGVJk/gal4Aze3uuif/xwA4A72Mm4/lmw0lPLY3mQRDnBQvYEBgPDEOcTLFxA99+cI73wQpJZIjyt3vwHxlafBO9vor10FnzqOGAFWexWg10ar1UYYtxHROmIEsHsbKwSp4HX4a/XEhVV8/olreNeb7sAdJ2cyzwuZnfueJgRo1MS1ccmGy95rk1oi4pEG40I2qe6fRDYsmdduVjn0Vekz4BMb40feGky0YVN2HmjIHq/UqnkFgF59AUu0mHlVdbNJG7mi8cn5aHsVZHoRdOkugDOcIPkJVfsDzUZrjhp+8W9cePKsYZN2G5bM6+JsHdWQFqqbltc7WJL1rkcFPnj1OFJIsvGTtWpxxrX08MSxJm4/MY1H8oyAjExnGHe05XvqJRw4PltHrRrgSoFcBTACmKEHLcahmLhX3DaPtz90G45tP48r8Txe/Zp7AQCtcB7VrpC4NuItRNVsUAIAnFDQHIbSXlgqkVgISH1GazaZFZj91drncM/6F3FO1o9ctNhXFVS57qUrKzu4b06wARlppnIpPH43eHtTt1EhJOvImNQDZeuCAIBuXkketByRHzl/AyfoFgLWQ+XuNwAAXndKvPGOabFYBmdfKY6+cR2Lcw38wHfeI2XQHJXuumZeARm82teXcZyk60P9nrg0FWK1GZCwil7zJG4LVjOBu0JfZq6Lgtfo2jPoPvIR8DgyerxmmVdem0KT9Ap7ypb6DJJ5pdSlAEhj4cztmKEdfP3JF9F/7ovgM6cQEoYHaFLfnDCv6fcSMIAQnDzWQEAJ5qarqJ++B3znJnhnC5VXvDn1+vCuhwAeI3rpa+ivXUNl/hSmGxVc3RHjXLuxjCnSBas2UdS3t8K66PFAjmm4X3b75jK+/vGP4NTxBt7z5rucrxFmKOnH1D1ECUFAKerVICd4HVY2PNTwS2Fju+vbsNwiYIyj04s1S7/V6uNEtY3Tn/kZnArWMzWvnHM8fF4oIca9D+Cc4/ra3ssUDjPUFS5v2ATUY+F2rtyGTXTrCzhOd8Ci/DmcMasH+gDmlRICvr0KOn0cweJdAIBTWC72cjDGPROt5pZBxEXJv6KaV8miUioM+4qY15WNNhbnfPDq4TGxYDnBzGGHsJdPRLMP3b+E5y5vOI0KTOa1QbKmTaZxypmF4klTvD79vrIwZcMK7/vOczgZbmGnfgqz0vwmbi5gOt5Arx9hGi3AkhIlByzPvFYl80oaM4BkXm2G6e7gOs7sPIk7T4ng9eUbaZZasXf2otXrx1jeaOP2+o4ahHNM8fG7xb83LsjhZx0LOXPvwPVGf8NkXtPyq6dfvInXL4nPGcrg9Z65PighONMQgXVw8l4gCME2RV3O215/FvfdNodzxykIi0Cn08yrzQBPrT+Ln57/A5Cd/JoiG3Zw2Zs9W8y8FsiG2fYq2n/ya2j/wf+O3iMfQe/hDyeGRQ7ZMK1NYYp2tbRwt9CyYTJ4CZ07dRYA0H7s40B3BzfueTfWWROndp5OxqVrXrPSOg6CMKC4/cQ0XnnHMQQnzolz12cQ3P5NqVfTpbtBphfQv/Aw+jevgs6dwr1n53D+hhjv5soKmqQHUpsGJ47EihxDDV0hK0ZWjl4EHvex/t9+Ge8JPoe/+/o4JWMzIVrluBNNah5r1sNUkqE1LPOqneVHP9f/8998FL/zmedGflyP4aGYLeW4utXq4Y7GDmh3G7cFa5kkw0vXt7Gy0XHWKY4aF65u4v/17/8cl4fxBDhk6D/7BWx+9RO5z+etwShgXmuRWGvtmlcAiCtToISDR/kmTKLchmh386IglHMxD7LtNZDpBZCp4yD1GZzEciFjSzjHNq8DYRUz/VWHKaQc7x6ZVwA4sziVW/MaxQw3N7tYmp+sVjiD4INXjyOF/In0cENIXJP/fuh+IRN1uSkSJJvRJulhY9sOXuXriLJpH1zzar6v/KClY2s7cRmuhRTztIX77r9bPxbMLmGWtvH885dQIxHCmeOZQ4kBZ/u86nob63EayxqpSkOb7mT7WXLMdG+gHojH7aboeTWv19ZE/cvJQAZpmYBavu/Y7QANwJYvitc5DCJ0kJSzMNKNy5IRTaSsCr2I4SxdA4IQdPEOkOY8pqJ1/OL/8CbcMd0DghCkMQc6ewJ8U9wnlBD84x98Lf7B94iAy2ReGUjmGtG+2DCSvrt22gXW2kCPB6g2hdy1N3MWs7QDtNyN2COmZMPpima2cQ07H/ppRC98FdXXvxfhfd+O3mMfRfTcl8SYHMwrbcygTvrYaeVvfMpAJTpoMJh5pTPCCfkh/nV0wllc4Lfhsd4dqK8+Dd6X7LzaZFnvJbJVDgD83//a6/C33nm/qBMOQoT3vinVx1YdJ7zrIcQvfx282wKdO4n3vuVu3OiIRND2+hqatItKcxoc1Pmj3dpuoUIYukRshobZ4He/9NuYbl9FB1UsXf1c/jWhWdZLJ2RkJN+sVVJ9OttD1ryOi3nd2OmBrr8Mvl0+YeMxPqj7QRnnbbX7mK+JX9IMbWdUFo88cwOEAPecnRv7PmBHJsm2W25jxElA/5nPY+uxT+c+r+X7dkmErnlNZj3Ohf6mHm0BNEh6c5vvUyqVHEZTHYMQIJBzSVEAyTlHk3RFqcn0AgghoIt34iRfHug2zEBB507L4NV+VjGvBcdwtMrpRQw/Pv1pVJ/6qH7s9EITq5tuldzqZgcc8Myrh8ckY5zZ+IMEt5jXs4tTOL3QdEqHKWfoEDHRNUjWcThx/SQ4vTiFje1imWWeLGgQXMwrb28AnKE6n/RxbS6cAgBcO/+4GPPcYs4Bs8yrljRnFhD1GakODuzXUEjXw5uXUAlppk4yr+ZVtaKZi2+mPmcyKPnfYRV04Q7NvBb1vszIdbkYG9m6BswsycfizHsX4xugx28HoaEIUreWsTjXAFdZZkJAZ09q5hUA6tUQTdlGh06brs4uZltegyHqInlrA1u8odvK8Kqs54zcRkqKebVlw72nPgPEEaZ+4H9F7Q3fh/pf+GGQuZPoP/knYrSOmtdKU9RftreyBlzDQH1uUiZ4lfXGddLH57bvxCPPruIZcg4k7iN66eviODnMK+FcJyemGxU0aiFIpY7m9/0z1N74A87zhefeoDP6dO4k7jw1g9e/VrC1L794GdO0i7A54zTgAoD11XUAQBSIOaLsdxu9+Cj6T3wCn+3cj0un3ob46nl9b9sgDtmwmTQDBPO64+jzOnyrnNHO9ReubOAnpv8U37zz+ZEe12N3YBnmtY+5irhX5sNORjb8yPll3H/7PGanqmPfB+jk6SQX13IG2wsh9bRKIlmPE8farF5bi7ZBmvNuZYt8LC+wVI9SkjCvxfWxwCyRTK9c74LFu7DA11JBpetMHAR0/jSm+6u5SpK4wLBJj8tyG747XAZ55jN67lWOwdccEnTlNOyZVw+PCUbCxE0WhEFB+rGH7l/C+ZfWtYGFAgVDT25MG45er5rVI4njcFGT7F27eurgNWHcFJthGgUdOy1YwPjaMwCAmcUksE3BKRuGe2z6Q1LtUWyziupY8coLqATZ4FW5CNoL45WVHRACVNvL6XPpU8vAh1IES+cQr7wAzpjobZfZ0OcwrwCW6CYIiwWDi2yQwRjDQnxDO/qSmUUwybCy7RXQaZEEILMnwDZupD4H3xZ1uNSuec2JOLKsdT7inXVsxg1MyXYoejOSEySp61wxglfOIkTPfgHhna8DnRPJDVKpofH2vwuQQNwL9axRUHVKPNbddrO8ZaHaEtluw07UpoCK+L09Th7As5c20J+/G6Qxi+jiV8RxcmpeYTCvJoLjZ0HCWuZxAAhO3KsDdyr7Ir7jLa8GAPS21jFFpWwYJNNaCgC2NqQrcUUY3pQJXnlnG53P/EfsNE7h91tvwKk3fjdQbaD39Y86X08JyWzo1X+rDeeUJRsetuZ1XIZNL790FceCFgI2uWzaYYK6b5S7/narh5mKuFeOhd0Ue39lZQdXV1t46P4Tzvl21NAlIhMdvPLCOSLfZ0QFr0nSVb2mFm1lnIY1tLudu5zBNH6jJZhXxjnmIA2ilLv+4p0IwHA8Xsl9n+rBTedPoxFtIOTpJMkwNa/cqnmtkT7Q2dR7ntMF7XKWdY9Xz7x6eEwsxpWNP2gwpJlXAHjovhNgnOOx59LyNsIZulRsTJsFNa+CeRWvK2qXs9v2Q4qRZEbwypR5kVFrObV0GgBwKhbmRDMLJ/KOCErS4xjUYw4ghgzJLWtiyy8gDKk2aFLoy35sGeZ1rYWT8zXwzRvqZM5zE0JF/WK/I3vFFdS8WkEG4xxnQsnsyuDVdnua4Vuo8i6oNKCgM0vC6Cfug2+v6XpWOncSiHspBpxtrwJhVQRexqfIM58ahnllrQ1s8gamGhV5HQqanCKRZ4dGzWv00tfB25uo3P/tqdcGS3ej9hf+JsK7vyXTgxUA6jNCStxvbZUerwvq8wYlgldCCOjxswjOvBLv+i5Re3xqaQbhXQ+JzxF185lXJMxrWRBKxecPqyBSslxrNMCCGmZpC3V0QerT4pt0XPOdTSl3r0+lPmsR4rVL4N1tfJq9EScXZ3H61AKqr3wboosPg+nfQQL7dyqGkg5em/UwFXi0uhH+WvMLeCv/0uCLAPO3X+rlpbF15QUADkWFx4FAM69KNtzqYyoQ980sTRtrqTKa19+35Ky7HjVK1T0eevDCH1mefF+vrynZsPi3Fm2COupdgcRnII/NNmvn1RJQ9D1zDsxyybzOJMwrACzG2bnLfCMHQI+dBgGwQDbspwEUf/e9nkzOxX09X/V7PVSIuCbRhS8DAE5Iwz5XCdfyehsBJTg2405mTip88OpxpKAnvAlbS+yaVwA4uyQ2n+vb6fo+ihhRUAdogPlqnJENm/K9aRlgdHr5pi05nkIDoTd//bY2X9CMn8G8ksYcIgS4LRDPBTPuRQ1aYpSVIWUWTnVuQpL3WbU3CfN60cm8JoZN6YO3uxHO1DoAE5smm90ykwP0hKjtZcsXBBOA9Ka+qOb1dLAOTijIsbOp1yqc4GLhVcyrkK9ysI3r4K3ESVjJWs0gg2+vgk4dTyVERI2ktWHfRWEhb29gi9UxLXt5asOsnGDAJRuOzn8OpDGXMSwCgOqr3o7Gd/0957EU8xrtMXhV9dplZMMA0Pjuf4jGO/4+vuWBE/gb3/UKfNdDtwkTraiL6OIjibGIa4NXwhTKRu2NP4AzP/oLqZrYYGoeD56MQQDZXifrHg0kkupA1puVY9XFcV5Y7uCh+4UyovKadwCEovf4xzOvJsh+VmbMO4Coed2x3IZfUbmOU8hnQ1LHk8MeZaKSMQ6yfkmMk5c3svIYDxhPPMpX1tvo9mP0IoYmFWvaDGml2PuXb2xjab6OYzM1mUAZ7/iOBPPKWOEckZdA1onQlGxYMq/9wcxr3jlTzGspwyaOWWwBQRWkJuY8MrMIBoIpVrROcHBQ0SsdwBJdd46jSDYcyQQ4ONdMMuvJ8hlCEF18GJwxhAHFiWMNZ7ucl65t4czilGaZjwp88OpxpKAmlElbS+yaVyAxK7AZQwomzI2qTcxW+vk1r/L/xPGLJ/9Br3HBNI5S0mG2vZZh/AghaIfzCAhHF7VcuWRSu2ocdxDzSmjSKsdcRAHddoetXUYjZJoBVEhkw/ahOY5hPedTQweAhFIhea00EN+4kNTnGC9lOcwr5xyng3Vg5iRoWHV+xpN8WRhKyOBWsXDx1fMADImUDF75RlL3qpwXU+d0yIaTmtdyG3keR6C9HWyyLPOax/AlfV7l99RaR/TSY6jc9xfKyXYNUCklZh13f+OyUJ+bOthd53kbsyC1KRBC8F1vuB1nl6YRnHkl6MLt6H75d0ClbGwUzCsAkGoDtZN3ZcYwG0llQ33a6R4NAF3Z+zmWsuFS9XqqdzGINoujU8cQ3vtt6D/9WfG7luD9Dv5m+wN4be+R9CEU80oT2XC3F+vvv9WJMEU6Tqmzc0hjYF6vru7gBISSxTOvBw91bxII4xq1ljWICFibaKeY15WNjpZXutzdR42jwLxy8GxSM/W8/DejGla/zzTzWkUfIeuCOHq8AjC6A7ivqXqYEqGqcvWUTg9D9jSfTpK1hBBw0OLfuJINz54EB3CCDs+8ppRMag3oCRlwcNs3gbc3EV8T6/WZxalM+RbjHBeubuHcGXf7wEmGD149jhQm17CJ6+BHgRCCgJLM5BmAgZMAqE1hJoywsZNmZs2aV11eUnC5cutKB4AYwYqSDvOdtQzjBwBxUzCx3Uq2jlEfD4rBSwaS1L3Zr06YV1LAvHbDGYAznA5uFhg2ZVnR41xIejfJbHYBVMEroVI6fDdiybxmjqde6zjHmeCmYF1lAGcHkCexis1wAUQGtypIja+KFi0qOCXTCwAJ0szrzppl1gRw4mDqhqx55bKNzSZvaFZfb0Zy+7ymmdfo2S8CnCG8/y2lzmlCS2G7e2tdofu85rSCKTUWSlF78w+D76yh8dwnxXEzCgHurHnd1fkas0lP4doUGKFwMa/9trg2uuZ1COZ1bqaO25aSxFPt9e8FOEf34Q/rx3qP/iHm+AZmWdo0K5ENA6yzhdtaTwEQjCvnHL1uF03ad7b3cY5oDDWvz1/ZxJlA/LapZ14PHGo9X5irI4o5Lsl2ZjWIQKDO22h3k+TsynpbG9vsR81rqbrHww7GCi9kXu25dhs29wGcY46K4I06erwCRpJ+YM2reJ1rD5QeHzCDLXeytihRJll/ElbRrhzDUiZ4Vcxr/jHMvYFql6Mc6Cv3vBEIqoguCF+E0wtTWL7ZTpER19daaHcjH7x6eEw6ditxvdXBcva4YZCt1aRgwoa+1kTTZdiEZPJP2MBxMK/GxC3rLV2MHwAEczLwqs0VHDDL4GlVa07/VxCj5jVVKyuy+VsNwVqeJcsOwya32zDnHMf4OlCbQoc2cnvPqprMYOkc2OolhMj2sUw+i3WSqIvFYBuYPwuq5LTWBqmBDtpB0mqANOeAIER8RQSvqoULoQHI7KJ2HOZxPyUr1mOBI4hminktGVDItkhbLDFsUuxlPvMqjl0JKDjn6J//HOjJexHMnyl1zhQqDTAQ0N5eg1fFnu8+eAWA8PT9CO/9NtSf+xMs0K0cad2Iglej761qQeFiXuOOuDaxNHWz7ysX2lKaef8dx1KJJzq7hMpr3oHomc8jXnkRbOMael+XMmIrKNYsGiHoP/4JvOKFD2GKdNDqROhHDHUu2wqVDF7HMddfvLyOU7oF1uEKSK6u7uDrz09Wex8VEJ08Ju7VC1dFQqTCRUKWggPyfu72Ymy2+liaF6+l+1nzWiAdPfwYwLyq32GpVjnALJU92AfUvObtN8zku/iXFA1PMq9b2WRtjhu7OX4uQ6hWdQFLNJ2MU/NZXHiPcXS5LO1Qpk2qfVpjFuGdr9XS4TOLTTDOcd1wHH7+sjjnuTMF+6IJhQ9ePY4UJtWwaYptYY6tZx4PA6I3/wqUM3AagFSbqKOXaeJu1rzqJGdR5tJ6X1lQMHSoZMIM5pUY9a4Ks9K0qT6fDWz1uEk2CMo1bdE1r9SQIWWZ1051DqQ+g1NYKV3zyjgwz26Czp+W0iM7upWSU3lx6Ym7AR5junM9NWZzTPYx6m3BktJjZ0BVXaPFBBHOUvWShFBh2tQRdTzm5oDOngTbEMfkO5JZmk5/D2Kh3iPzKr/nTWYyr8WGTbrmNaRgNy+BrV9B5RVvLnU+G4QQdEkdQVS+L60TIwpeAaD2rT8I0ADf1/yK4xLsTjbsgtk6iNSm5HEd17zXAgMFD4Q8v8x3u7YhNlR3ncpuomoPvhuoNdH90m+h88XfBIIQPVRyncEpIYivPwcAmKVttLoR2t0I03TI4HUMKpv1Ky+hQlQd+uEKXj/xlZfxGx97+qCHMVKo7/jEMaESuCiD15AlaqJKtA3GOFYsV9b9ZF4nulUOY6XKipz1/OIFyWvBMa+C19ya12J3ept5pQOYV8oiTPFWNllL3GUVxon03MxoFSHitOpL/luUuCCcoSeDV8W8Qvp/oNJAeO5bhHT46tO486RQnT1zKWF4L1zdRKMW4PRCM3+cEwofvHocKey6rcstju+MP4+3bv9x5vEgoCnZCmMcAWEgJACpTaHKOpkF3Ozzmt/CI8Fe3IY74TRAKHh7AzyOwFsbmaAJAGrHRcuPucU8p2EUM685Na9CuptlXgWTzUXAt3QXTrAbmZrXvmZe7eCVY57f1C1c8gI+FfgES6IH52z7kj63PlZOn9cgFhsx0pgFoe6aUQquA3oFInvCksYcSFBJXjt7AmzzOjiLhdMw4JRR5Umgy7BzAMAk89qiU6hWxOcnAwyb+kbNa/Ti18Tfdz5Y6nzO4wUNVOL81k+lYCY/9gg6dQzd+74b31S9hHAn7W5Jclrl7Abp4HUacPTtbXcjVFgXUdjQ1EWZ37V2X3YYWJHaFGoP/RXEl59E/NJjqL3+L6NPalnmNaFoEC9fBADMkDZ2On20uhGmiTQyKTnPjNptuNOLEGxeBgBs01mhYDlEiGI2cbWX6vMszTdAAFy8KhJzQdTW89cMaaPdi7As+2EuatkwKVQUjQJHwrAJrHD+z1M/abdha72eVbLhHOZ1ULLTNn5zteUyoUyZ3MnaAskvmCylkYEuSa/SZb574mBeqex3Tip1hLe/FqQxi85n/xNONiKcPN7EI+eTNeLClQ3cfXo2UzJ2FOCDV48jhUllXiu8j2mrhgwQG34z6IoZQ6Bkw9UmQtbJba5NCbTV/KAm38DwCQHKRe0tacyCt9aldJin2uTo16qgK29BQ5JpNReqvJrXlNswzQZPnHMhOSMUweJdOMZWwfvp2uBI17ymj11hXUzxlmBeCXW0l1HBq8wMTx0DmTqGmdYVfW79UuU2bB9Dr9AUJAgz4xfvYZngSl/HmXRgGpx5JdDvoPMnv6ZrX7NJhPya10JdlvlyxbDXEjlzknTIYV7l/VsJKKIXvwa6eFf+xqYE4rCJKuvs+v0AdL2Vqx3PbsDnhLKAxGkJ/27dhl0gDcWKEqDalLK49Pd2c6uLBumBhw0QImupS3y3zJw0HKi88m2gc6dA506h8prvFps9615iXN5h61e0dG6GCtlwuxtjmiopaFnDJmtse8QLV7dwJrgJTig2KkuHruaVMT5xDKD6ONUKxfxMDe1uJIwK+22dPJyhbex0It0Pc2lOyYbHz7weBcMmsGLZcL5xWnYvxrhgXmNaBSp15/HykrX6qA7mtWgOmOJSiSTLaJLRlWdeVY95u/QIKK53JuCaeYVkXkks5jlSqYve5e/8R+CtdbQ/+W/xxlfM4+kX17Hd7qPbj3Hpxs6RrHcFfPDqccSQZAEnCwQcdd4Gj/upx8OApmQrUcwREC5rXqdQiTuZzak5+Y+VeQUTwV1zDqy1oXu8UodsmC7cjurr/hLCux8qOGDWuCiPeXXWvFoZYAIOTgjo0t2g4DgeL6eOoZIC9sI4z6Tsdv4U4FoA1XmMwCdYOofp1qXU0+Y4c02fKE0cb5kdvGaZVzorgle7vqdy90OofdsPIbr4MLpf/E3xfut74C6dnXIbLsuGtTbQIXU0GsnGRI8/r1WOvH+D/jbYjQt7Yl0BYUTUQEf36d3p9Ae8Iws+QuYVgA4UbSmcSBeMJqtOFfNaa4JQmrk3gCR4JbXmwKRCCkpGTdwyahKEaP6Vn0Hzr/wMSBAKOb2jFpzSRDIMSNlwR8qGyXCy4VEzrxeuCrMmMncaMa0cOuY1ZnzoOfpWhwrGKSVYmhNzynQjBHpm8NpBuxNhZb2DaoVippm4nI87mE8MmybrupvgfJBsWP1rMa86620xr6SFfmUmY9qo3zdAqZO4Dct/B8iGp2PFvDpkw4W/cQ4YwSsFT/tVaMOmYtlwFzL5LPdugQxeURX3c3DiHtTf9nfArj+Pb9/5GDhnePTZZbx4bQuMc5w7Pec89qTDB68eRwpTbBPvqD+em7U7rNDmB620451t2BQzrg2bUG2CgqHCC2pe5WOF7AWLUUN/VzWvIBSkOQ/e2tA9Xl3MK6EBam/8q6B5dTBqwLCYy5wNrN4AS8df8Rq75hWaeQWAJatheT+HedXB69xp5wLoarNCT9yNRm8NTdJNyavyDJtSx9DBX5oJog7mVcuGHaZY1W96J2pv+RGg3wGpz2iXYn1Oh8w0aZVT1m14Ay00MVVPJMuu782Eun/p1ScAcIR3vq7UuXLHUJ1Ck/Sw3Y7w5aeu4x/8689pl9LS0AmIvde8iuMoKZxVtww2OtmwNGxSvQxdMvD17S4atIdABrgAyknCdTIlf6ykNiX7y7rPzTgHIQTxjedB6jNAEGKGdLDT6e+p5nVUzOtL17dwW2Ud4eIdAAkOXfDK+PiZxv2GDl4J0UZMxxoUYDHI9DEwWtHS85WNNpbmGul2KPtl2DRh+w0TG9sdbO3kK1kG1bza6+4cbaNfLWATB7TKcbkNF80B0zzrAQHA7VdhDsNkXmUyzi49AgbLhntcroWRUN0EUn1DDOa5cu5bUH3jD6B25Wt4w9wqHjm/jAtXlFmTZ149PCYe97KLeHfzUZD+3txGbz2o4HU99WhI04ZNMeOJbLgmivxrsFvlpJlXguJNzxvjh/GPZz869EaAypY9tDEH3lrXvSBdzGspDFXzmsiG9YY7Zdmf1BuqfnN1njb5iXJqXufZTeFoO3sihzVT1zfNvALA7cGqlb2VQUGe9JhQg3HOukqXZV4Vqq96O+rf9X9D9Q3f5xi1i3kdXja8ZbbJgSG9zZMNK6Oslx8DmToOunBHqXPlgdan0aRdXF9r4T9/4hkAwFarN+BdFkbOvGp9fvpx43/3fA7Z45boHsrZZETMOBqkn2JeWYnv1nbQHjyYrASdM9km5/pzoCfuAWnMYS4Qhk2i5lXK6Q7IbZh1djBHdhAs3A5OA9BDZtjEGB97jed+Qzm5BpRgUQWvdTlnVpvg9VnMSun58noHi3NJQCD6f453fDpwm2DmlQ00bFL/2nOb3LOY/dU5MEdbhcGrlg3n/P7M5DswuOZ1mm+hRZopDwg1wqJ1jYBlZMMstXaXYd2TmlfNvPIuGGhmPJX7RGu4B09GePKFNXzj4ioW5+qYnUonmY8KfPDqcaSgWLCyrT0OC1SGkFnBaxBQREZQE0cxAsJFexQZvDZIeuOeGDbJYw9oKTDFW5il7aF4COXmCxKANOfAO5vg2ytAtQFSbQxxJAMOF8JB9TYASTK5FmNLwGUATxGRCgKelpcmbsPpIx/j69imc6IW1VnzmmVeg6W7AAB3hiupa62D15zgm9CkT63NZBHwDDNIj92G6kPfh/DctyAPlXPfguqr3u54Jhvs6MW9ZITA2htYj+uYaoTJUUnxZqQfM1QJQ3z5GwjveG2unKwsgsY06iTCf/74k9hui+906OlgTMGrnYAYZc0rKnUgqOo2Oa6+vYxzMR9Um6CO/sd5UOOmJYNXF6vBOEeT9sA2riE4qYLXbiIblswrHVo2PJq5fr4va8GP3344mVfGxx6s7TdM5lUFpsd18NoAacxiRjpWr2y0dYALSK5sv5jXCW6VQzgvTOTkq5/U82nmtUF6iMP8PYBO9JWueS1WX1R4hD7JBoCuuvz0C6ANmwAlG04H4kB+n1flq5HUvIp9WMh6iGgt83rSmAUqddw93UEUc3zjhZtHlnUFfPDqccRA1IR3yLLmg6CzmDvrqcfDgKQWzjiSEmEaglQFA9MgPeekS7W8qjg2IaKxxlAbAcUAcypqXsE54pUXQafyW+EMQtK8PMu8ZhYv/SGp3qSnFlHGhZJTPhfTKio8HeTnMa9V9NChyeKbqZtxsFSk2kS7voQ7wpU086p6XxY5FjsMpwC1ybdkw5Si9tB7i+XXORCyYSu40huT8szrzaiGKZN5HVDDFMUM99euAVF3z5JhAAibgoHcurmOV98tWP6hpaWOuuW9gNBsAgVI2P+RnIMQ0LmTKdbd1a6mQXoigTREzSs3lAxl4JLTM85xZyjqyoOT94I0ZjEbdLBj1bzaAXce8hNXu8N8JMZGF24HaCAULIcIE1/zKgPT+Zo0U6s2ETTnMEvauH6zhU4v1q8BBq9ro0DQ28KPT38a6O+xNdctjEFKiLx2QZpIsAybBibsBiQ77eQ7pbSQeU0xqAZcdfnZ8asMP83cTwOZV/l8V8qGedwH5xwV3hOGVfb5CAGdPYmZeB3z0+L5o9jfVcEHrx5HCgnzerg2HoOQ1Lyupx7P1LzGInglQcK8NknPOekmk/+ADLWU2A6zEWBKvixrXgGArb7orHctDceipmRymbHpB2hSb2jKl1h6M85oBSGPjPodruXYmYwy51CLGieuPq9uiWVr6ixuD9fS11rXQNpBhjLISZjjdNCeXN9RwWXYxPUGpAw7FwFRFztxFdNmzauu98yTDXO8unIJCKvCFXmPqE2LbPXdxyne8+a75KmH3MXK74WMjHlV1yCbgOAjCl4BoPG9/5PoKwuxOctc87iPKomBatMIqIeoec0xbMoia2TGGXBnsAwQgmDpbtDmHKbRRlu2ypkJlNtwyeC1RM3rBz5+Hk+9eLPU8Y7HK2iThnBtpgEoOVxrCOPDzdGHAeo7DmjCvM5W5PdSbSKYmsMM7eCla6KucSklGx5/q5zGzhV8U/USmrKH9ySCgBUGeVo2nNMqx042i6RxQe18TqLPPp/uo04GyLa5+3xivSs2bCrnNpwXvIpjdw3mNYo5aiQCC7LMKwDQuRNgmzfw+vtE+c89FvPa/fLvoPvl3ykY8+TAB68eRwu8/Gb7MEEF5aZsmLMI39f6LdzWu6gfi/vSjl26DQOCaWGOSZcMw7yS4ZlXKl2PqWrhEUe7r3cFDCOHwTWvmvUhxMn8seQiiKEFVdRIXwesphTIdWy1qAm2Mo2kPjD9TBw2UEWUutZq0c0PgIMkQLXGL2TDo5zii1rlpB/vfu2P0fnsr6dfK78XBpJiXmmOZFahHzPcG1xFcOaVGROp3WB6fh4A8IN/4TSqFSU1H/IgI5YNGz2pUg8T09FyFKdpzmlZvksWp3sMVpu5dbhO5NzTuS93SZbBcQe9AXr8NtEmojGLBtpotXu7dBtW/+a//jOPXsbnHrtS6ng11kKLTuuEUYDiWr9bDZPZKieRiB6bqeHdb74T950SG39SbYA25zFFunjpujC3MWXDs70bOEHWxjtAtd+IowEvPLwg4IWuvINlwzz12kHMazIvuVtV2cn3YIDbsJh5XOejxYkybiQWHTWvA52m5b3RM9yGe1GMOumDhTnB6+xJ8M1lvOOhM/iuh27DnadmjOEw9J76U0SXnsgf8wTBB68eRwqJzHGyFnGiNmpm8Lq5jJPxNSywxCWXxZIxCkKQqsm8pqU7QPmaV7F4DVdPpV2PDeYVwN6YV6oCkfRn+b7mV3Cifzn9Ws5lwpUkDKi5iOr+qjKwolVUSaTrXNW/4hzpQ6elni6praoPtFgqknUszDdskgu30ac2FbwyiJZIo2ReHYG43pyx9EaC3XgO8bVnMkcAZPBaNw2bBjCvMUOD9PbU29UElcZFS80YwdY1vLpyKTP+gVDXekRuw0Xtjkb5HabhCF6VvLHa1Ix4GZXKsIZNQpKXPi6PGW6nywhO3COO1ZwTm8feNjqdPhqGYVOZ+XuQbFgdQ7l2DkLAYzDFLAchArBD1QJFyIYPehSjRWwwr4QQfP933GMYNomaV0o40BFu4oqdjW88jzdf/nW8t/rnYx2fTogOO78cIhAVcOaAc+C2YNXRBkz+Ph0t6srJhouZV13zSsiA5Ltb3eJKsKXfZ8mGrTHp4DWn5lUHrwbz2usz1Eg/n3mdPQHwGEuVNv7GO+5DGCTXid28DHR3wPt77GF+SBAOfomHxyRBRXmTybyawSvbFFIlYiycpmwY1cSwKe2SJ/41ZTeFk780HhgmISBkwxycBrqFBwDQPQSvifGP0eeVcby1/hQeiWbSL+aJ5MfZKofpFVD8d1BFFVu6t2vfqCN2fW5uLGp5bGXGeIgQUMLTiYIBNa8g1CkbZjxJDowMJNveJI95BedZdYMcHwcRvRj1caVbckHNawURkJONHhZKcdD51K9hnkX4OzPAS5uvBHCy/EFGbdiUI9EdZc2r46wZRj+IRPBKa02QfrE8LwWV7CkZzHOSZTWm+iuok34SvEpFBu1ug3XqRlMKXoqPToLX4k3ujfU2Nls9zDaLWX2CGIyI+5YQioBwRBFLbSBvZQjZ8GRFr0nNq/FgtwVAqgdkb+MZ2gavzqJRCxGvXUbro7+MkPcRYsxBJVMB2qQzr/n3VbN9FT8190f4YnsJwCtS7wOQUQzRAXOenmNykmrZmtdi5jVf3eJY78xnubnOE+Hu79hHDWJeGQgiBKjGffT6ou0gwrrzLWROrFFs84YIZA3EV86LP3qTW19t4nDMuh4eI4KejA5RxrwMXIZNbEO6YxrBHJOGTZSGIJQiojU0aB7zqhp1FNe8qpqXYfZFKeY1rAJSykj2IhtWUt2U9b5y67UXobTNvXhtlnnVUuSwhhqJ0I/E4/0oxjG6jfc1v5QKlsW5ksXX1RsVYGDc4cyqmdfkIZWVzpo+DZA9M7kJGFUfUuR8FjVYayPR7fURRdbGUC3WPC0bTlofuG+gfsRQIZGjlcHuQKaOITz3RoT3vgnde6WrcjRkq5xRGzY5HK+B8TKvLmaBxlKaW2s6DdByjyXHTcsG2iQbONcjwYCSuVPiXxl4VPtbIF1RsxjTSukSBX1r5jxvJokulmBfAx4nrafk7yqO+wXvGD+ev7yBm1vdwS+EapUzWaoj9R1SQ67Oey0x/1ZqWtUzQ0SbHLa1gvYf/xIIDbFVPVFagr5b6GsdTzDzOiB4DWUpQsDS92nS59Vcr+XxCmXDqoVXcVJKJ98H9HmFWbtqPurqFJAav9mKTrUUTCe1v6P2FOb5hvsALFkPI4RSNsxQJ33hDO+ACljZRraGOr76tDjvEWFeffDqcaRAhjCYOUzQC0F3W/cLUxMc4UnWl5nMK4A4qKNJus6MITViu0GTf1kpn0LMmK55BaDdb/fGvGb7nTIt2bGCApN5dciGmXq9Zl5rGdnwA5Ur+I76eYTtm+ljp+REJMMwce5eLAlx2e2r4NWCybzKa0jMJIXOYI/SsCmfRbYfv766g62drvO13JYN5wRuCnEUic8ygnpXQGTuG9/199B4648jOvugHNuQ84E2KBot8zrumlfrrJnNWRCLrD2pTmmGo9TvWk8aZWXDrvppeU3lMahUZEyRNqKWCC574XTpRJli5fKZ1+TxMtJhymNwKpnXQPyr3dsPCL/6kSfwx198sdRrFQM0OaGr+I5fXXkZ9a2kbpn32kClAUIoqEyAzFLRJqf7ld8F73fQ+Ev/EzqVubH9spLBHAHZMHhhbagy9XOWRFiPc85luctgw6ZBrXJSwWsBWUF5zvkGtcox52YZ6KYUbHGE9019Ba8NL+S8W7xYMa9CNhyjRiKQiltlRJrzQFAF27yRepxzjviqZF6j7sTtb13wwavHkYIr2zcJMCdZ3hKZPiUbNpnXRDYsNl9R2HC0yrGY10E1I5xLR7/yE6ZyG1YbZCUR3BPz6mhergPZzAdIAkhKHO+LreCkUkON9HXwGsVcZEit9wGqhkYGZM6Az23NX8S85m30U7Jhng7aKeGlaxDLImMclZMM4pxlaxoNmZQpGyaOmt0UYsGKknA0zKsJxX4P6z5OOEM8wuUzz4SEiCdHdh4TTsMmea1ptWYoEsq4DSvZcMlr4mI1tFRf9i2Wc8IsbYN2Rc1iL5wGRTnjoTxFu306ALhwJYcdMRCAgUvZsGZe+wcblPT6MXa65dhfPiCYP4xgjON9za9g9uIn9WO819amZKZs+ORMgOjFR1G5540Ijt8ug5Mxb/J1H+zJDl6L+6GqpIkrMQcwmOs118/mn7DYIyGpeRX/UlIcvOYyr6ADZMOW27ClCFHqrQCx+zdnlNH0eAAe9dDrRaiRfm6ve9Hu7ESGeWXrV8A7W6DHzogH+uXUGIcZPnj1OFIgE5oJJeCI5MZK1b2qCS4tGxZ/U8UcBPXcmteyrXJ2kxBIZMMyeJ2aB6nP7MlNVte8moGIZi5t0yRj4XFY7zOrbyUJJfOqal4jYaxgv0+e1FgMs/JIs97W+gAye5tlXmlOr9i0YZMx/jgtex4FnH3vciIEp4mH+iwBRSVM5MyJPNV9/xAZUCEYDfOaOrY2JRresMn5He51HE7Z8Lj4IVcbJ8V+BkO1yknYjrL3G83e0zASMgBQqYPRCmZIB9NUSOH6wzCvA2teZZIOwIWrWwN7/VLE4CrZdovIhhkHur1y9248wMDqMCLmHAFhCDrryYO9ljYjRKWOiIh76B68BPQ7CM99KwBVBjFe6HtvwvYbJojSUeQ6o+Uxr8g8rtfdgiQY0caMg2pexRkCSvS9nzd+Zyg0UDZszM1E3EuptVuuZ2GesZtO5lL0WQDEffR7PQSEg1bdsmFAOQ6nmVfFuoZ3vE4c+ghIh33w6nGkMKluwwDQCUSWme3cBI8j8O0VAOngVUmKlWw4ChtoWq1yMjWvpLhEWLfpGWKBjpmQB6lxVB98D+pv+4nS73cPxNXyJo95TYIPZ/DE0htpUqmhigiRZFqimKEOwWJzy02QZha1ssErFeZYqZpdFRxar3Uwr2aWWC/sI6x5dX0WfU5HTXFee5+KxaAOZl7lPTsi2XD63EFqbKXfxxnYKJlXPQ6XtG7/al51jTWlRjKojGw4Lfktc+4s82r95ggBq85ghnYwLZ2G+5XpTIInD+o1ecNXpzuzNIV2N8L1tVbh8QLEwC0mG+aco1MyeNV9byfI74HJJGjQuakf471WwrwSgn5lGrO0jVPbT4LUZxCceUC8UJqGlbmXdo0JTZabSIyXBkgcnCUR6cf1/FOmVU5OYJllXovnMMJZrtvwINmwafqYNWwSnyUk8YDglaDHKXjUR9SVhnk5zCsAkFnR69VM0sdXngaZOga6cIc4dH/yTZt88OpxpKAZuAkLXikYOqFw1OWtDfCtFf0Z3cyrCCCYZF6Lal4XyFbh4qvb9AyxKWIW8xocO4vw9m8u/X73QJQENLsY2gud6RToYpj0+1QAX6mDEiCScpxC5pWbtTDugI85a15lRtkMYHTLHncgSPJkw2pTPeJWOVn58vDMa7WaDqgTl+ic+yeS7NYYgleq66QPmHl1SOEYY+I3OE634Zzvk1JqSJnLyIaT95U7tevcDgfnxixmaRtTtIMoaAAkKO1szgfMS0rGeO9ZIU8eVPcagGWYV3bgwSvQLSldTmqAxzmi/QVjIlkYdLfApeka77W1kz4AsOo0Fug2mitPITz3LUmiyCH1HDmOCPMqkFeDKj+7MzFnKZ6YYw7InLC45tVOvlNKB7gNJ/+bfoIUenm4mNe0bFj8HYAhjh3HUG3mOEGfB2BRF7F0yg7q+cErnTsJsAh8Z02+nyO++jSC0w+AKKOnnmdePTwmCq7eYpMAAo5eOAWQALy1rutdAcEYaBZC1rxSZdgUNlAnfXfNKzi6X/4d/KPKb+GOnfzG1zohMCzzitHWZCZBkCkblp+liHlVC5cZvJrBIWQNIICoK+WLcRK8uhZlXfPqbHSeLxsWh8uOIysbNt2Ghd8zHMzrSGtenZlo9+9JmHi4x1ytpDu0DZKnEqbUAqMPXjGgx2weSG5j+91BmyOZ373VrmnkKAggCaUD+++m3qZ+L6WZ13zJMgznWNKYwwxpY5p0EFemRIsdUq6ntGYa89SMHHhb/Ru4t7mFRi3A8wXBK+NctFWxmFd2wC6ynPPSwWusr8fkRK8xS5JkfEewr2bNKwBMH1/E3ZVlkLiH8Nwbkzc7PAZGDu12fwSC17w9VY6pX0BU8JpNGhOaP+dRh7eF63SUALyzje/f/ABOxNcKPoG7zyvk2p13f4jSIznfue6lFPPqGKvak4GgjxCs30MsmdewVhC8KsdhKR3mG9fA25sITt+vXYq9bLgEtre38e53vxuXLl3KPPfUU0/hfe97H975znfin/yTf4LogLOUHh7JBn/Sgle5IWzOgbVu6nrXTmUulflT/eZoKAMIuRm0mdcp0sHJR/89el/7bwCAkOUbAOyq5jWOpaHQ6GStiQuhmf1UzKWjZpTYzGs2A6wWUVWDwmRGM1KW9uIk6XEMkA0Lt2HnB5CHcyzmrteb70G6J51KUoxUNlxQI5mVhDm4ZfmaatWWDRcHSbrmdRyGTUE2aCwFnrfh2R2Sa2BK3lXd8pgMmwqYV0KoUQtehnkdNllSEDgb25Jgak7IhmkXvDY9kA0xMajmlXGOv9x4BCfXHsFdp2YLTZviWBjMJcHr4at5vY1fwVtqT08U88p54nTLtlfFY2bNK4BwSjDrpDGH4NR9xruz7u5jGKD490gwr3lZoqxpFbc3HPZrS7gND6xlJwTRpSdwnK1iga0WjJ/BtcLyAbJy1zrPHHuI3JpX1SoHgnnlUR9M9mgN683s6yWo6vUq93iRqnc9/QBIVQWvXjZciMceeww/9EM/hBdeeMH5/E/91E/hZ37mZ/Dxj38cnHN86EMf2svpPDz2BMa5aM+C4QKtwwA1AZPmPHhrQzCvlQZ6lVmEJEYk6zK5Zdjk2gwyzvHj03+K+vpF1L7th8SDRa57u2CzYzkOtQkcCXT/N8ci6ai3UeGVS7Jp19+p4DXumcxrJM/nkkOl5USp5/PqJQuY16zsOb3IM9A0c6yD7xH2ec2p3xX/Znvd5vWmrVUt5lVdi7xNAlOyYXf7gL0gaQcz3OaS8HikNa/a6MghOxtXn1e3IUlimDKohVEKw7YOIlnDJp0YMQLgyvQ8pkgHs7QN1GdAaDEbkhqSCl7zno9jUALUujdxz9lZXLqxk8tiRjFDSAzmVf578LLh8jWv30yewXc3Hs+4vh5mxMxY07dXxXduMa/KtVpIho37Uwcc4xsfn3Dm1Uwe5P4oXUZhrnkOJec8kk30OU4HQoD4ypPywYKyJ0MpZZ+HkHxnc5KqeSUOvwoxvjzZsK6JDQMZvPbA5f6iUhC8kqljQBCCbV4Hj3roP/5xkNkTIHMnvWy4LD70oQ/hZ3/2Z3HixInMc5cvX0an08HrXvc6AMD3f//342Mf+9heTufhsSeIOktdCHWwgxkxREsNCtqcA99ZB9u8ATp3ApyGYvLUZh0280oy2UXOORaDLeyceQMqD7xVvKxE8DpUqxzVsmeUzCspYl5dQZdkVQNHzSvSwWFYTctx+hFDnfSMYxnjSC2G1NGOIWeRdzFdTLkNZ9lbcTKDeTXOo6/vSAMfR81rbg15tuZVBdSZ4HVAJp0q2fBYWuXsTjaca7q1S7hMq/S9O67gFXm/C/GMrl8t87vWNa8lr4mrRsx2WoHo9UoJsEQ3QeszOuAuZdikb80c5lXOE7XeTZw7PQfGOV68tuV8bRQzwbzKpJ+aP5WHwEGBDSEbpmClA//DAu2dAIBtrwFRV/yGDOaVTB0DAIT3fGvqvVxLPcfPvJKJZV4drGkGKoA3k7LG9TA9OUrMeXk9sfUxTOb1sghei12D4WZ6SzGvylwu3zdjkGy4EgboQwavcn8R1AqCV0JBZ0+Ab95A75GPgK1fRf0tPyKS8EdINhwOfkk+fv7nfz73uRs3bmBpaUn/99LSEq5fv577ehcWFqZ3Pbb9wtLSzEEPwaMkev1YBwH1Wnhg3904zvsyOIJKiObCIrZvPAuCCPXT92Dz2ipCsoW5+SaOz9ZRq4hJdmFhFgtLM3i5VgUBx7FjU1hamAIAXNvogoOjVq9h8cQstgEEAc0dt1oY5mZqpT/by9eF2UBzqjGy6/HytJi4p6er+pjTU4Kto4SnzhNQDnCCpaUZrG6LILReTe6Jmzfqcnx1LC3NgK4dxwaAWsCwtDSDeqOqmddGPX0vXYTIpi4tzSCshCBIf+dhIJoL2J/7WkOMdW62rp+71hQBG0F6/BUZ8y8tzYKEFayAICDJebZuimM1puoju740EGY5qc8ig5VqJX1/XCQ889pWVEcLyTVV2OZbuAGgXnPfYwEX1/n40jFUF0f726lGs1gFUKvk398uiHqtYGTXtl9towVhZqWO2doiuAagWqvs+jxF76NhkL2vQvF9Lp6Yw+aOkJ7Z97cLz8l5ZfHEHGanBjPkL4QhGOFYWJxBIO8h1T1pYXEW4aw4386pU7gOcb3rC4vYWmuJ+er4FBbm8uvCgESKPT2d8xugHFsAat113H9uAQAQOX6XAEDXd7BBgFpDHGt5Vmwum43R3QO7AecikXb8+BSCoDjJQWVC6dixKczPFH9Hh2VfMzV9U6/ptWgTx6YptgHMLhzDrPwMbPYvorW0iKkHHkxUNgBerIQg4FhYmEazPvrEGCDmRUDcv4flmg4DHkfYln8vHJ9C0Mju2auhuAaVMJlj414PO/L5Rj2Z364vi3W30czfS0Qb02gDqNfcv73rm6LE6Xi4I4wrIXw/8o5HwUGD7LEuV0JQMBw/Po2pRvb+uAQOKvdFV+rCj2FuPtnPqL1HAIbZuWbm+F0m1sN6vYr+dgjKI1RlKdLiqQWEc/n3S7x4Fp1LTyN68WuYee1fxNKD3wYAYP0qdgBMVTnmD8H9tpffxJ6C1yK4sllkyNqd1dXtW9rWfWlpBsvL7kytx62Hbi8JXtut7oF8d+O6Zwg4ooijQ5tg7W2wTgv0rm9BzNcQIsb165uIu320W2JDurXdA1veQq8fgwBYWd1GILODN2/u4Bg4ur0YKytiiYmjKHfcKnhdX98p/dnW17YxD6DTYyO7HjvtPuYBbG229DG3NltYgsiCmudhMQPjBMvLW1jfbGORA51OT79mY2MHCwDa7T6Wl7fQ7sj7ZnMby8tbuLnewm1yoWnvpO8lAo4o5lhe3kIUcxDCU8/H/QgcJPO5O90YUwBurm3r53a225iSxzRfr1r2LK/ugNAADBQsjvVr9PXtxiO7voK9tz6LZJ563V76PIxlxtxZFYY43V56TN11cU92On3nWJVs+OZmD5SP9rezs9GR5+4NdZ04i8EIRnZt2ba4Br1ucg1aW+LfXn933+GguUZ4DaW/o35XJApWVraxsdnBMQCtEnNlryu/o7UddFu9gWOLmGACb9zYRCiDrrgvzr261gLtivNF/cSkK6IN9PrboARYWd4C6xVLdiN5b25stp3jX13dQhUAZT1sLwvzk5vrLedrV1bXUQPQi8R33m7HqAPY2ig/540a5h7r0pUNNOsDtnOcgRCOlZUt9Dv539Fh2tesb7Rxt5QNt1auIb62DADY7lF0zc+w+Bq0V7ZT7+3HHDU5N48reO3J3xOL89fPwwxu1HyvrGyC1rP79V5PvKbfS+a2qJfUZJrzy8bNHTQBdDr512tjs4MqgHbLPWffvCkce/svPJ48GBfMoZwjZtm5PIqFtmZ5ZQst5/2RvK/bizEDYG1lC9PS00HtPULCsLK6jbqVW4rXxP0YUKqZ135L7LfWtmKQXv790q8fB2tvgUwdA3/wfXrsXHp5bK9voH+L32/mPEMpGZqsHJse6eTJk1hZWdH/vby87JQXe3jsFxgXgQSA4WWCtzB03QkRNa/iQSYK+2mIkDBEqk2CdMcMlARTGTYZSSJlX5DXhsVG0q+tvGxYjWOUbrhU17xmZbeZdjWGwyAlss16SvLDU+ML61KOE4msbmS4DTtrXg0jB5fbsLtVTravpun8nEZa1pwxbGKjv77uGsn8muKsbDh9TZPD5t9jjHOEknkdR82rkowPW0aQWye1WzjquGxp+MhBiG5zlcCseR1CUs04GCflE9TEZZaTbZNBG7P67+rMnH6uTE/ppL1knmw4OUbYFkqQKHbfByqwppZsOI4PrubVlDOWkQ5TzsZe47nfML9Dvr0KyKCIFPTJ1JDS9bFejwmveU3Nm7k1r9nSEldtaOrvQtnwILdhqa5bewakLpi9bOmOcTzToyJ9IiEbLqh5Ndd589zm+ELEha1yqtUK+jwAYRGI3F8o+W8egmNnAQD1b//RlDmZkg4fBdnw2ILXs2fPolar4ZFHHgEAfOQjH8F3fMd3jOt0Hh4DkTYXmJyaVzH1iomUNo/px8nsSZAgRAjDsEnXvKped45aDWVsRaielLOtZhLsqeZ1lIZNDrfhJLC0DY+SBYsQWaGZWnjSTq+B2gyp4LUfoUpU/7ps4Kava47JkbNeUtd+GhsyFfAVucJC1G+lnGp1cmC0hliunrVyoOnHwXUrhGTI6nNZwWtBn9c4ZqgQZe41jprXIeo6DRA+2lY5zs2P2piPM3jNq3kl1DCzKnNtRO/i0rErqAgczEOr362R3CDNOf03bcwmvZBLRBzasCnXRyY5edgSbqSRa5MJII7SjteqVQ4/wJpX83OVCV4JmHSWn5zolRvJBra9Bi77ZJob+lwQ6kigjBpynp7Y4LVEzas29cvWg9rH0L/JgqQrVWtaXlIKYv2prj6L4LbXABjk2cFya15JQVsucw/h8qtIal5z3IblayuVEH0egPIYQdRBH8HAdTt8xZvRfN//ivCO12bHVWlo46dJxshXxZ/4iZ/A448Luv5f/It/gV/4hV/Au971LrTbbfzIj/zIqE/n4VEajCf9MidqAedcB6+pzd7cSSAI0253mnlNDJuA9GaQc8mcyR6iMjTNPX/S53WY4FW5Ho8yuHIZHqnNQ5YxVMGH3sKn3IbTrBepCNZPZUaZmdl09Dg1e8hmAz53plf5EqcXdulYmKHIhOw5+a+0YZM+xkhb5bj6vOozpl+pG7CbbLDbAZkUbEb6EUcFcuMXjr7P63ABmvE+sBEzrw7DJsN4ZBwQPYjdjtAAGarPK2T7J1pyrFy6DafNULKOxaRSR0RkwFifMYL8EszrgL6m5u+M6uA1j3kVKgvNvMp5SxngHQTMNaxMuxwq9R4TtPQhVgmexhwQ93TvS5RhXqGc9sc2PP17ohMbvA5mXomDeU0ln1IJOzUHDG6Vk+82zHEmuImgv4PwtldnVEmZ44mDuk4k5qgit2GV3FfjdXQKEIaZjvMzg3mFmE8q8Q76GLzOkSBEsHC7+7lKHTgCrXJGUvP66U9/Wv/9/ve/X//9wAMP4Hd+53dGcQoPjz1jUt2GVbAJQrWzIip1sdmTsuG2Zl4ViyVbPujeoun2MiZ7KNqwFDCvA+R5zjFb4xgFnG7DunekI3glNvOalS/pzbiSrMqeoylZjvW5qQz8xcGT7H6yIDO3bFgFcY7gVZwmOQbJsLfU2gSMXjbsYpGLmFc5aB2nK5bE3pgUBUlRzFAlERjoaFlkCSUbLtrcuCCY1xG6DTtb5bB8J8zRnDT7CTjT8l9SomQg9T7Q8oG2bENhzhlJ+6f0PVuZngffWpbBa7YXch6YcQs6nzeOQXZWAMzkB6+RUoqI+Uol//iByoaTvzsD6n+F6og5EgaHHDIJiulFoL0BtnYJwC3EvKoE1ATtN1IYhnk1k6updnbZALjYbThfqaMOcV/lKgAgOPMqMFBQ5CcPzLZ51okK7w+xxqXdhl0lS6JVYfYYeo8RUHCZoKuxFvpkjwojLxv28JgssDI9yQ4htMwXBKQ+DZAAdO6k2IAGIQJDNqybpatAQDOvBkPGZWsWtUgAhRtYuhfmdaStchy1MLrm1QquuKrsNWteHTU5inkNQsScgsaCeSX9LowXp4/tkA1ne9wVyYYddY/6fck5uREoMKtvJhtDTTEIdTLYmbHBDF5dbHD5mtdIyob5GCTDYii7ZF75uGpeHRK6sQavLkm7fHpAbZnrfaWHSlUbivQx5InTw5RqEtIYLnhNZMO50Wvy2m3hz5EnG2Z9kbRS7ZoUA6tq9w8CJiM0SDbMuXIbLtLQHD6oYIHMLAIA4pvDBK/j7/OqrnZG4TAhSAeeecFrcc1r6neo9ycFweuApBrnHPeF1xBNnQCdPi5aIg3y7HDKhuX9MUzNq4NRNlsVpgdqJHPlvFJnLURkb94OpOqDVw+PiQIzGppPEvPKFLlFKAihINPHQefPAABIUEkbNmlGzqp5tUyChGxY9RB1GfUk0HziENdU1bzSUTKvzuBPGWZkg6ukwTiywau5sEj0UAGVzCuidua15rFhMK/CFISnnneydtpwKiujkv9hvDidLbalUSqzPcrkgFM2rOuZBgevjLsDai2XdsmGY4YKIjA6nuA1kSwPLxse6fLpkg2r736MNa9A9ntj8nMlZlZlZMMMnJPSsmHA9btwB+u0MSuUJEFFJ9RYDkNqgungNed5U22ytYKAklzmlUVCNhwo5rUi7kd+oLLh5O/OANlwLPuhEqTN+Q47VPKATovgla1dEr+XEiUGRJkV7gPzOrmy4ZzkquM1xDW3We8rUyoxuM8rcFe4jGjxXvEyEgw2bMqVDef3eaWGestVsqT2Q6Lm1XF+9VlpoP0cGryNiO6tPIZUGsARqHkdW6scD49bDYwbDqgTxryaE3Djnf8YRDa5JmEFIRiiyM28Jo6ipoxHBcOJk23e9RJS1uETAolsePQ1r3AsjEVuw4QQkX131MqaNaN9Eurg1WReubX4pgNjAkpk9jbQL3IGr8Q1fnPcxvhs2TAnNC2XVhLdkV7frHPyINkwj2OQ0BqTvVFwOO0qRJFkXscUvBaduwh0bG7DWXZiXDWv7mQES5hXh5Q5F5wPZ9hECCiYk6mwWZfgttdo2T4hDml93jlYjHnaKpAXisejyjTC7VVUg/yaV51sk0FRIH9XB8m8cuO7G8S8Ms4RSBO1SZINqyCITs0jDipAvwPUpkr9ZrhmXsd4PZTyZ2KD15yANAVXzat7jUuSxsXMa5EajDOOkMSIQ1H3zAkF3S3zSopqorlOvCY1r9nPMshtWCdbmAhet4I9dmWp1MF9zauHx+RAy2ExvEzwVoaShGln3ONn9XM0CEEJRyRrtjKyYc1Wptk+SkzmleRmLnW9rXWMQRiHYZMer8ux1dnipchtOMu8RqiAMhG8KvmwPInxvizzmhxPR68pya+GkmkWsK3miVLBK2jasGkMbsNO5+QBsmE7sBdPWp+9IEiKYj5W2bDLoboMhGHTCJdPJU9PbQbH7TZMQYlKQCXBszIyo0MGrxzlW+Vw2XbJvOzJZ09/3uqr3g686u3yRY52WDl4Y+UZvLvxVTzOvtn9Avk76zcWEG5u43jYKnAbFswrCZNWOSLfdYu4DQ9gXoXqSPkeTE7warqqk+kF8I1r5STDEOvF+GXDknmdUNmwy2zJRqJ6SiuiiPG3hk4aD2Zec1tgyf1QTBPPjrzrn3SgcJfxFDGvqXZpDu8QNb/kyYYTA0MKWqkCXcHSsmCPsmFf8+rhMVngUjol/mOCFnDNvGYnYCprKZTsDapnJlHMq2o94aizpEnwmi/R2Z0Jlm7ZMwbZsFVgKs7jcPxVwZ+z5tVhHNGnVQRMuo7GbsMmxrlYd/Wilq2FyZotqZdm6y/NDYHJ8hBYhkFWYKnNIEZZ8woqAn2e/iwCNvMq/jslzbQl6/rFehuTOWM/ZqgiAoLROw3LwajBDfc2zkYbVGqVg3kvjb/mVZw0ze5r5tUhw8/HcAZWhGYlmyQvuZEacvma1ybpok76uT1h1TGippCcLgY7iHOYVy6Tf6o/tnZrPyQ1r7FhVniQAfeooedpSkGnF8TfJYNXd6/hEUPJhic2eM3KZHNfk1fz6kwa5ydd6YA5Oyl7Mk0TmfN7VslmVzKZDOjzSg21G9FJNQfzSmJn8Gr2uqdGD/M9B6/VOtDvjPe+vgXgg1ePIwO2S4nrrY6E7cv+nJU7pmYOGEPME4aEOIIre9NcmnkdZlOk5F6jZF4dzKX+21XzqhceFaBna2XNDHBMKgi5Yl572dciWTiTa6eSA+a1ScyiXON3yZ7Vsc3HbdmwKY0aB/PqDjLl5tG+vqre0OzDqDPNNvM6WDaMMTGvQznqmu/LY893PRDHOLRseFzLtDpumt3XLaSGkVTnJGRyIZ2O7VY5bBB7Sx0MR94pBhjJqXmu31gCACwGW+gPqHmlOni9FWpek2s3qOZVyIZZ5n2HHWZCjE4fF3+XapMDKD+CsV4O3SpncvYbKbiUIpnXZNcIl8MwgOS3Wljzmu9ODyhNlaEcIwECMOfL9Z4wp+a1iJl3KaxcrYNEq8LstTGZ16CaJGd5WHefsCwqdaGwi/t7O84tDh+8ehwZpFvlTM4CzhgDJe7auMBmXlkMZmY1S2yaOSmueU0y+ruRDY+OeaUupki7DRfJhnX4nX2fsajFpIqAS+MWUzacCvzTiQRXcoDwHGt+OMbv6JOqHk/LhtM+osqwaZQ1r65gRgcIOTWv9pjloOwjy+ddsmGGConG0uNVIeYkM/5BoDnJol1Dt0ByJFD2kXklFvMqasHLyIaHbB2k+7yaxxgcAA9qk6FQRhGiNttx4xhAKI7TbXdtGpKaV2XUFFRC9UThOMYJ89qVkw2r3+TkMK8wpPVEM69lg1flRzDGwFIHMPFEJQ00UnWsOZ9P//7yDJuy7G2RS/4gkz0u90OJ479gUJ3sJ7da26VPVMi8EnMPoSTKLLv3oASII0fwajCvQcUMXvcuGwYw8dJhH7x6HBmYNa8Txbzqti4ONk+5YvaVbDjWbqLme1hsyjvTgRuHq0WKfC3Hrhyc1cZxlMyrq3Yyr88r5cnCo2TDzppXYxGNgwoqKnhlRvCaChq5bElh17yai5e7xiZhjt1sq7ng247FnATyM6nXjt5tmDuur/7buj+oI3hVDrEZKXNBbaVwGx4f8woo1n24jaWoeR3l8pkNyvbHbRiZ71O7DTtqwXORm5DJO3W2h6KQwhd/1rKyYTNRmWvYpH5nQQAyfRzHyXYu88olixFYrXIOMhBMMa+DDJuYwbxOUM0rN5g6JRvGEDWvwHiZaLXu0AkzytJwJIptqGtActYyV81rmT6vgPt6auUYNZhX4u5vLJRScM7lhFCQgu/NNLUkjrk0NZe7+kHrXvIBgqoRsFb2xryq4BU+ePXwmAyYLOEkMa8JQ5P9OavNViwnT8JZKnh1mhzpmlfDbTh3oTAdnIdICIwheHVJQHVNlIN5TdyGswGMy+mV0aoOXkPWMw7FU38S8MQISDGvxqaYWD1ak/GrmldjI5pT/5pxG7al3SoBEYyeHUwxdfq6ZmXZYszZZvSZrHpB8BrHHFUSgYyReWWWZLwMRs28Csdrd91yRmY9urOqExmP8dSGzJbT52NY2bCU5Nm14INYZpcxims0ZqIyL9A1lAB0ZgnzZDOXeeUW86oN7w6UeeX4ezOfwHfUnirHvE6gWSEzEjyaea2VrHml5RIhe0MiHc1lJg8xXG3psi9y1LzmyYZLzHl0QKucRDUl116l8shhXk0GNX0ikmvYxLlUMmQMm9zXgzkkvPrepRSVWhK8kj0Gr5DKA8+8enhMCFJSspxg7DCiiKHRtVmmbNgMXh11lrqOqKTb8CCGwwXNWBQYMwwLp6Qwh3lNSX4IEeugS65rXFNGq6hAbGJV7at4wq55hT42nNn9pK7QNX4nswmbMbFYKpLuxatbSIy0z2t205Bk1UvIhvPuUx2wZO8xxbySyt6kVEUQyoIha15HbdgEOSM5EyjjcxuWJ0oeMhhUQlRgP/h3LZIpQ4ASUGJLDUtIjwc4jeoj8cHBmpbtEQI6s4Q5vpXbKgdx2rBJz1sH7DZ8W7CGs+HaYMMmnpgVjjdY22eoRN9ual6V2mGssmFx7AAs18n6UMPlL5GB+tzma91rnM2aujBIfZHpFEADBDmyYTVPuGTDiTrEeRb1otS5bF8K/WfkCF5V6RSlqI4wePWyYQ+PCQNjmEzDpgKTA9ttmPAYjKSDHkBsG/XxFFupzQiK3YYTlm145hUjDK6cfVJzal5Nwx3q2KQnLpYGuxlUUYG4jhXeQ2y0vlGIVW1ZxhDLdArO2eg7mWOz5tVkZNMslcouJ0+P0bDJCnbUeFIvddwTSUCdXnZckisFZdik7uNxYFjmlcms+2hlwyKIdjLtY5cN20kbm3ktIxseLPlNnztb3y0C4HKy4UF9XtOtYfIYIfUbpyAzi5hCC4i67pdK5iSUxiqEEFErfcCyYQKOCuKhal4nKXjlFvNKGnOg82fKvdnhtD9yqJrXHNnqYYd5L+VdR7VGDGPYVCgbDrJJ1PSYlHJMKpkILZANq72A43w0yKhDMmNW3hYuFj/VKSArG9blWZSiUksCVlorm3xxQwe/vckOXn2fV48jA8YntFVOQT9IHbwOkA2nHW7Tm+Zi5nV3smEdzI2wlYteQKwaVCCHGTRMlTLSaC1fSoI/FtYQEgYeR6jyHvq0joDtuA2WLDkRy2SaXTWv8rU5C3u6PtCSaRKSrktW9aVjqSk2r6VbyaBZL6OWusiMg3F3kCQMm+JUK4FRY9iaVyXBZCMPXom1wUtn90cOh1ybIGFeRc0rSv6uh2NedYsuu/3TgM/qNEZxjUbLAVGwyU1+43RWOA43ok33a+X8GVaSJEoMmjB/BwDhNwBUSXRka16ZEeyQoIKpH/7XpXsNO9mykSORDedJ0g8znC32bAxh2JRbWpKCyyXdOJyDeaXouWXDUG7DLuaVICA5rZRsMz2n34bxd2HwGqRkw7S0ciAHFS8b9vCYKEyq27CrPlNBtcpRzAHhMXjKbVgt4NnFJAkGiw2bBm0SndDS5HHUvKaliEA2VDSDP2fNq70AAonjbdRFBX1EQT1zvox5luP65mV6CxMJ9jGsAJiTwKqXHL2bs9PgJ0c2rJ1NHVl1V5LFlswq9COGCiKQyvhqXouSM87XyyTYyJlXArg2eOOTDauadjtpY8rp8+vdU+DD17yK09n3dEnDpgEBddptOG/uSjagdEYEr1Pxes4BZV9qQwHAQEEOuOaVgKNKBjOv8YTWvBKjbhBwr4H5b1brxfi+QzUvBmBO2ephR8pccJBsONewKSu1pUVzXoFSxxyT3r8QmltzrMqenHMszSbY7HGac6V42Phc5lw+gHmt12tCyQEg2CvzWlWy4faejnOrwwevHkcGacOmyVnAC1tqKJfWPOZVSWvMfpyWJIaTtJFM+tyJHG2QlC8FvekYR81rlrm0gxOzR5tuleN4n7mIctk8POq1UUMPkWom7pL2Zlrl2PJIV6JBtQDIqZtJuQ1b9YGEpGXDYzRsMoMdHbTmSMJchk3UMaY8U7A46oESpN0YR4yhZcNsDK1yIIKhVBzpSqCMEjkGXKwgqZN7qCFb5Wjm1b6nBxo2ZWX4LqRaeOUEJ+bmkdSnAQCVOIetUJtPmiSDGOiBt8qhYKjReGDNK+McgZZRT06rHP3d7uK3mEg9xxhUGrLheILk2grpuT5PNpwt3bFdxjPHK6x5dZQ7pAZl3RMkkC2R3DWvqX6tqfM4VFPJQNPnoI7Ec6pkxlHzqkt7KOrVAH1ZhhTWvWy4DHzw6nFkYNb9TBbzms9oJcHpIObVVXdiuA3n1rxiVxn98ciGHcGfYnjt1xrMJXVs0pNFNHmnMg3qtzuooY+4DPOqrn9qYc+RDefWIFpjksdIb/TThk3azZmOgXm1Wvao8SRDc29oipjEvHuM94UxVjBmw6ahZMMqYTNSMyyBVJIlty/uiM7lvN+SulNnUicXQzKvDqO4vKROasyu37gDjMOo8RzEvFIgEMw+5Y6WFgDAYsScpOSMDMFYWbtBUAF6lcToDKx5RWLYdETWvoFQbeLGmchWwevEMq9lgtdi5jW9XisVWfH3GeeUmYhjW8eggWBec2te4b5/XGU8yUkgTyL/cdxLKcOmfOaVBhT1aoiIy+C1rFt2Hrxhk4fHZIGZEtchZIK3OgrlhZJ5VbWHttyRODKG2bqTYuZ1L61yxsG82u6/AFKspHxGXwdnzauWHiXjI7LustPaQY1EYKEjeOXWd+FIDpBM4InUe1jOwm5uwjOtcmjasEkzx8HoWLvk/kp/FjEed8bZ5TbsqmfKa8nCIhG8jrNVjqg1LX/vagnmWJjXLDsxtlY5LukumM6rCCOzkoE9d7MX+acWvytzsyfupZKy4VJ9XrO1dtaLAEgDMSkHJg6GRLw2Mgza5EOEgBxwzSsBUKMxev24MChNtcqZJAbQkg0PBcW85jlMjwBqfgzI/rTK4Zzj3/3+E/jGxbWxnwsoF7yq9YI41qfs32VqXvOVOuJw1jGkbNiVPNAKjYL1mDtkw7ZJpqtkKd2/1hW8JqVTtWqAvgxeK429Ba+EBkBQ8bJhD49JQboO6mDHMkoUSm2UFDU23YaNgKwgY2j2SRt1qxxish4jgrPmVUuW0uOjBvspzJQH17wqOU633UKN9MHCRuocgBGsZSz0bbfhfMMm1/jFn+Yiah/DbpUja/RGyrzmt8pJ/6DyapsGBK+OHyXfj+C1wE3bBW38NgbDJrfb8HhlwzYLkmFeS0yWBOlyhMFvUEHocIZNuvf0QMOmMjWvCUNDJPMaODaZAEBYJAyaDDAESc3lAYAzBko4KogQM17YiiWOYwSKiZ6kkpkCs8JBKFs/vTcYNa/7YNgUM44vP3UDz7y8PvZzAelrl3cd1d7B9M3ITdCWTNgVljNY+xdQKRt2vFyr8ZyqtfxEGbf2L87XpgwUXQGw+qwUjWqAnvTPre5RNgxAtIvyzKuHx2QglY2fqAU8f5NLqGReVTBjM6+ujKGVzeYDmVeJITZyOus4UubVsRnRC1naDdVd85rNBpuBFpF1l/2dTeFC6GJebRZcb9LtYzsWZ8f4uWNhF+NPf49c9qQzBiIOGY63VY6+TjnMq7Pm1fGd5wavUjaMsbbKyU/OuMAlizWIHdgNXHVh4+7zmq47dRmZlbg2Qxo26aROivUa3H5IG7wNYl4NRUhuP0izdEEqVPJlww7mFfRAmVeVcKwQMeaiuldnv+VJwB5+I642ZqOGCtjy+oyOGv1IfLf71ZaHOZKTGWjfCXdSFo5SiUHfZ1E5Q6YkiQT5hk36McfcVaDysJMmrh7t6XrgrKJDHSOggah55QE6PEStOoKEc6XuZcMeHpMCc0MzSdSrmpSJawKWbrPKFZNyBrOGzmVylNk0221YzHMbhk1D1VJptnh0wRUtYC4JOLLSXfF63ed1wCIaSBe/eHtdvKSSZV4z5lm50szsd0UH1bxmnFmNY0jZsN606Hqa0bfKMcdBXb+nnOA7kfhlPzsHnPfYvjCvQxo2xQXZ+r2Ng7rv3TEEyYCpCkgnVpLgtXyf14yB2CA46sky97TrPNQxZgfMWnwn5QKkfuOEUjDQ3OCVsDgTvHJywK1y5O8plGPu9HICb6QdUyep32gZg59caHf3cV4PWb5BOGKXa+2I0YtUXfPYTyVQInh1dSNIB73Gi4eQDed3QHAwr7nBqwpCXYl/WdrgSG7Y53Cy+Km1z/HbVM8HFLVqgAgBuryCyggSzqRSB/eGTR4ekwHOYRg2TVL2uSAQVK1SYoN5NV+nAtnCVjmD60sEyl9Tsge5V+4xXX1Idc0rtxZ0Uzac3aS75EtUGSG0NsQDKnhNyWTl31brhlKtcqiLVTKPXSQ9JmlHxQKWc9dwyUx1zau7hinFvLKCMeVId0ksmddg3DWvt4hs2CW5Hnef1xzHXyG1h/N7yaBE4Jk6tePctBTzqjaJJdyGB8lk1dwgf6sxrSDIC155nOnrywgdqlZ61FABQAURAF7YLifV7mOCmFfNfO/G1MzVJm7EMOeVOMqppx4h+pJ9368ERSrpnSOLTtyG3YEdSSVoyzHpRXuSxFtB3hM0QEC485rYnRVS43aud/J9SjFieVukEiHmfeVIXDC9HlIElCJCiC6vIByBTwWp1AFf8+rhMRkwTSuG2aze6kikqq7soQxe5aaMWm7DxFVDlukbaznZps7tDlpKDFoeenQ1mUU1ozbzapo0KHkkcb3PCLSCmpQJd2TwWm2mXiv+tGpeHbUwJM9t2CE9ymUxbZMJGqQD9HEYYjnqo7VhU0ruam5osuOnw9S8qlrtsTKvw8mGNas3YrfhjHFUSQndrpGbjBieeUWOCVnuqRXzate8DmRed2HYlCsvtMojSIiAR05WlzhkwxwB6C3AvAJABTE6BbJhbjA/k1XzuvsEj74Hx7oXMOZFR6/PUaMfK+Z1n4LXnJ7k1qusfwsYypLtwQrVMg7mNb/Pa/4c6yxD0sNM33e0oGQJAIgjKcZ1RwAxr7RIA1u8OZrWaF427OExOUgZNk2SbLjI/EjLhhPm1Xxd4t5pLizpwIcTIuTGDqTqhYbZyPF8uc5ukQSvjppMpA0bTOaSOoxpMtIjJM3DaXdTPKeD16wcqtBtOK8+UCYV8hbAtGyYaWMd8YAlGx6DIZYr2HE6TecF3LqvXU7Nq5N5lWxFML6a16ENm2KGgIy+5tXup6zLAcblNgy3dNe8rzJy+hyUaXOTfkOO+dcg5tWVoHIgJRvOlRcqt0+ZlKEhKiR21ibaRnfAwTOvZmKoQiL0JPPKOUP/wpetJFJWATER2INs2KnUGTVM5nUfgtdeX9a87tNXPEyrHJJay8zfmHEMlQwdkBgsSqolUvJAH4vmuQ0X+oWoNoMO5lV/1qQdjxqZcfDkb9d3r9VR4hifJN+O347e7vhEw4P44NXDY3KQdhuenOBVR2WuQFBN4CrLZ8mGXdlFbaxjuA3nBftsl8wr4Qwx6GiyjOqYrno49VkcNa/abMHFMDlqb8JKDYwDYW9LHFP3Y3NklC3DJthOwa6aVydzbNbNmEEj0sECEey4KRtmnIz0+urg2hG8pp2OzQ2NuWnOD8bymFclG1ZtisYBYUg2BPO6l96SA8bhZiHGXPPK0r8L894sX/M6pGGTYr1iK3AeGLw6yhwcKNPCKykNkLVttCKcex3yR8qjdH9sAJwEBxu8GueukoR5ja+eR+dTvwp2/Xn9vCkbniTmNUnS7UY2XI7F3wvMeSUuYMZHhb6ueT0A2fAgt+ESzKuWGA9I2LGi4FXtdQzfiYBw5zUp6hNcyLxaZUWu8qDU53K2ypF7k0CepzqNXjjt/EzDglTrgK959fCYDPCYT2TNa9IvzFW3QUWQKCfPACy10OvgptBpt8BtOMW8DnFN+ZAGLyXgrnlVAUC65tV0GwZcgUOWea1UAvQRohpti+dqWeaVW5JrlylOvmw4f/yALddl6WSFvUBzLlmzEcLFvBrnS4acs6EZ4DbsDAQU8zpGt2EOOlzN6xicssU4rABejWlMhk2umj/xHaR/F6UC+93WvPJks01I+tzO9+kyh+JAQLfAAMAH9HnVm1TJvPYdTAvhDHEmeKWgODjZMCzZsKp55d2W+FeanYmXmvP0BCVu95Dgcc63I0aKbdwP5jXa55rXMm7DulTLLE3KURc5ynXcKKh5teZNEuQzr1op5QiWE1Way7DJcht2mH+l59X8XrHKVLFWDVCtjGiurzQmnnkdYRNAD49bG1lny8nAoN5oDIGQvTEOSliqVk8v4OYEnakFK26VY/xH6TETHoNhtJt/Sgki7mavTObV1Zg8GzhkF9FKSNHlIabjHQBAUG/Kz2IuxFYiIa/m1ZnpzSYS8oyQMkyXYl61Kj4eefCq3KyzgXg6q85ypGRFfV6Rk0mnqsXAuPu8DsO8RqM3G5MHtMxL9qnm1aqlNhlGkdQpcSgw8CF+z3btKlcy30Gf1dXL2QF9vKLXqhpstUmlFVRIhNgRvFIeg1v1+ZwEQzH2o4a5qa6SKKl5VZvWlOphQmXD1lo1FAoMeUYHM3jdB8OmfXYbTrvJu09K9WuyZTn24yhZKpGb7ASMtVutwaGoeXVdlILymoR5dTG2abWbq2vDIOYVnCHmRDPEs83qyFZsUqkDURecs/GtHwcMH7x6HBnwOC3dnBQMahfASADKI8SMIbCMZnR20VnvOZh5dQa9pQbNhjJ4KQM9SmfNa7K2ch23msGrLWtyMK8BRZuHoBCbw6A2Zbxb/mUvao6a4jyJpcttONXn1WI8UxJLKvq8pmTDIxbWJAFH2vVY/JsTsDoMPdyGTcn/ps4pg1cyVrfhIZlXXbs7+ppX1wZvbDWvOd9neltZYIxigu/OsEnNXaqkY9AxnMYoDqRKRHL7vFpJuqCCEF1EDtlwwCNEJC1d5yRAcJBuw8Y9WyFRwrxGXfkCI2BNyYYnZ+1Lgo9dGDa52puMGKmk3j60yulHDN9ZewpTvSqA+8d+Plcfb8erAKSvhWuNFlAlS7t3G860saFClcQcSakid+MiczjOZGrYZl7zks05zCsHAZXz+9/4rleMrBcwkW390O8C1Ubxiw8pJjMk9/BwIM28Tk72WTM0OXk7RgIQFiOKuZANm5Icmg2uEge+pOaV5i0ULLvZLgPK49EHV0Rttl3MK9Pj0/1+UwuWtUl3BFqCeU3kq5VG1m2YWYkE1wbJliwrUEf2Ni8ozEiPbcMmNvrgVY2ZWYE4YMnj8qRkjAkjnRy3YVcAmTCv45MNgwxX88oj9R2PwW3Yxf6PrebVnVgxtwV2QJ17LKSNnga/wWZeee7vIv02VzupLHQ7I3HwvFfJY8pxBxVUSYzIxbyCgREr1y9/cwcG4xpUkQSvink1HYZTsuEBkutDhT3UvOqk0Dj7vJpmfvti2NTH9099BbftPDn2cwFIfb689T+Z09yvJa5k84DEYGHNqzVvEmla6eqzW9zntUg2nA2QxWtzgnLnMRgYEub1+GwdS/MjCjRlGz/em9x2OT549TgySG2qJ4h5dZkLmWAkAIVw0QxIuuZVmxq4FpCU6ZD7ejEzozhszetuTDYKQAmRUlkHe4VkLUkkiiVqXq3gtcfFQtjlIcIwlIuoMQi7zZDeIA0OXt09d3NqaGyWilJQkmT3yT7VFDs3JjkSRS7H5GQSc4IkykWLknFKnzJB4wAw3eJg9IZNxLEZHBvz6qx5tQybbBl+3qFKBJ4mqLXZY6ycbLhIymdCqCsknz+gVY4ZvFaQE7zyON0fGwCnQa4L+37ATMY2Qq5lw7yfZV5RiiE7hNiT27DD3X3ESCUf94F5jXqyznmcAbmBdIs99+dTwSnNWctS8779m8xFkRrMWrtVoszFvDoUVgr2HJV6n25FZzOv5muTv6mrf7RkXoMxzO9E9aSf4LpXH7x6HBmYi8dE1bxqqWpe8BqCchm8goEEhmxYOd25TIIMw6bcTZrJ2gzpNjwUU1PmmJp5zdY2U5KuebWZ1zyzHDNoqoQUPSTBayWkmfNlzLOIux0JHIHlILfhdHuB9DHU+XS96RhqXpMaMQfzWqLmFVzIpV3fep48NWB9xDbjNWLwIVueJBuXUTOv6SRRcu32123YZl5L/a75kK1yLFaDcWGwNGhOoM5NYhaMcVEiIceWN2YxFPk9BhWEJHbLhhGDZ5jX4IANm5JzN0OGrg5eHTWvZuA0QWuf/t3uyrApm1gcNcxfBHfVPY4YcV+ZdO1PgoI5km02XAnO3AQtivcyyeuKyhnS94RiXl3Xv9htOOuur8+g/Qjsmlf32u3sB606AowxeIUPXj08Dj9ys32HHEWNtgGAk0AErzETMreUYZNi+1yTrpINF7kNuzONg0A5G9gWY1g4W94YNv2pmlebebV7fTrY7IASdDXzWtHBa8pkx3I6dDHbgjXNr7HJcxtOZXLtY6h2H2pR5UPKOMugqOY1L6tu/c2MGh8TPEf0TnmEmIxRMgwRNA7FvMZWgmJUsOXLAxQVez+fm0nnqS+inJmVMGzafc1redlwueC1TKuczPUNhGGTWzYcZ5IVXPaPPCiYc28zZIZsOMu8skk1bHIkGUvDkVgcNVJrQzR+wyYdvO4Xu17qvpJJImdiLnleHK9cDTMnKNiTqABYBZZybXTJhguY+6Ka1yRpX8C8qnp+EGfwmsiGnR9jb/DMq4fH5CBteDM5C3ixiyvAqWReoxiUGAErDLmMw+VULyAkf3Of5643CATjCF4BxnMYVCTMq655NTfb3K43VKxMMkZCCCKIQKrDKwgDmmFs7XrhpLbPZrdKtsrJWfDtjb6uX1QLtFwYRwq92XMxr2621TZsYnD3nuU5QVLIIzA6bua1JLsooVvlBGOoeU2R60o1MF63YZa6r9KKCG6Mo/BQxvFKndpKmjEt5R8kGy7nEKuPZ5wj+6L0vEmCaq5sOATLuA0L5vUAg1fjczUCZhg2qZrXPNnw5CRutRHObmTDJSXoe4OpSBk/Sx/3ROJiv5Rlrp7qNga5DRPXejeQeaUFioo0m6pa0bhaFdkMqolkP5UvG9Zzh6NTgBpHTMJCw6axyIalSRPv+5pXD49Dj9xs32GHmjBzNo+cBggQI5aTNzE2YUl/MkcQqp2IyzGvw9QOkTEwr5S43IZlvQ24Dro4l6WopmzYYl7z6g37kgXs8grCgGSDV0uG5Gp0nscwJeZOObLhjJFTuuYVMAKrMTHb8iTGOLKyYZfDsHgfB+c5mWab+ZYI0EdMx8u8wpLrDkRcrHTYNSzmNWEFxlPz6nLudfU/LsVKc+t+HAAtWY4T2XBeC6n0oB1KEQdSbsN547fr2itVVHJkwxTZVjmgNJEmHwSMYKgexEarHIfb8G77cd/q4OWCHReca9+IQZD0296PmlfWF+zuvnl65Djjp5FNcCrmMs5LNpeSDZcLXqF+t67kQYFqLTG0c8iGdZCdZnddyfwYYb5s2DBsGiW0bLjnmVcPj8OPCW3UrhbFXOaViD5n/Z6ULQXZPq/cFSSVYV5NCemwzOu4al6ZYzEETwybkJUoZjfpbjY7UsErKlqm7JLMUot5Tdnm58iG4ZIY51rvI30MYkmjxmHYJI9nyuzogODVTm6wHMOmvCAp5DH4uGXDQ7oNa5OyYPSGTa5kxdhlw1YLpkwteEnDpmGSJbrOFEZCqUTwqt9XRjasaOwBsmEVxNOgghAxoii70QzBUooV+QYEhBVs2scL87x1ajCvjprXSV37yjJ1LiRs2TiDeY4YqnZyH4LXSMiG90tZllsiYkDNrS4zuthmUEu2PpJ6jZwxpQNLxby6mG9bYmxCM7auz2X14E4UbNn1WnmOOE6eW0azZ3jZsIfH5CDDMEwIsn1ZLdAAIYnRk06ELubVyfZp0yGS3yqnhGzIOaQxMYO227BaxE3ZsKvmFTluw/amKKai32ifiH+zzKv8W250qc7emnWiyf+mP4DDsCm3VU6a6bLrcwjG0CqHOoIdhzST5WXjZUDtyjS7WuUwzhEiAgvG3Y58uJpX5VpJx2DY5JKuj81pWbsNW4kVpJM6ZVjpPCl8LjJuw8KwaaBs2DFmFxiDaAtW8NokOSB/kZUqKAHiKC0vZIwhQAzY96GseR1Vb8ZhYa5ndRqjo4NXwbzmuX5PUqucvciGodmy8X1/hPOkxdI+GDYxVVd7AMFrnvJK7R1Sewj5vTE7aVmaSS8o9bCOkRgvDWfYpEuGnP1h00E2dZIAMkCnIQI4vnsulUhjkQ2r4NXLhj08Dj3SLOEkSacG17wGYOhJ5jXlNqyzz1lZWVIHUsS8Ds68ukDAsJvefIOQdSGUCydJAkstKcy4DTs+ixVoKQlrH4oNTBs2Zd4XuAIE5s4sq8U2r444dYz02LTbcKpVzqhlrdkF2iUbzmd8igwqskFSHDNUSQQ+ZtkwL0jOuKCv8YiDV9jGaI6669GeLiuLyyR1CCk1V2ZaNw0AtRIhZQ2bEua1OABL6toL5no9b8pEUygSUrGS3UrEsfAKgCUbJjRAAIbYITPeD5jrWZXG6CnZcKSY12TDbNb7TVbN615kw9lWUaMGAUdM8msuRw0eKcOm/fmO0328i2XDqSSvrnXfLfNaUOphHUO7DTsNm6zSAROOsorkfVa9PM2u3YpxZqTi7tYge7GPQzaMoCo+v5cNe3gcfmRbjUwGiqQvAAAaIkSsZcMmY6SkMYWsY4HbcF5wNQgUDHwMm/Jsy5tk0VByV7fbMNwZYGuKZJJ5jeS/drN0npETuRxd4d5s6fG471O75jUVnFJLmsbZUMFEGbjcF52tcvKy8bKditOwydHntR9xVBCDB9VRDD8fQ7bKKaqT2gvyzL+GMUIaBq72DoJ5tZM6JZhXPlyrHLsWXCWUBqkxVGuvQXWK3Kx5HVAbpwJpIoNXptuNCMS63CJr2BQQjmgfahldMNezGomL+7yWYMgOJ3b/W7QTKOMAQcK87odsWDka75uyjLnXJxO6XZ1jXbaVUmWZ16IOCLZihap2gK7fqd3azhx3QYkCt8ZZpGBjNHS21BJ9zzEe5pUQoNJAfPU82OaNkR//VoAPXj2ODHZbn3mrY2BtXBAiJAx9JRsOTNmwo1YD1qaZkFSf1NS5d2kEQvhwNXJlkce8Aslmz9XnFZnaG3dCIA7SsmEQO+BQsmFl5KDcUa0AoYB5Tde8MmlqYQeN6bGp85iGTaOWDdtMBedcs6hp5jUnoSH72rkX66wMLIoZKiQGD8Zs2FS0EXKAj8ltODMONuB3vefzqc271frIrgUvNVcOZk3Tp07Xk6ma10FBSMJCD5YN04E1r2nWJajUxHujNPMaqTpCWwEg51FbZrxvMNjnCokG1LzmqDkOOzjf/TxHytVP7wUieBXnIfsRvMb7KxsGH3xfKUdu4lgnY9Bi5VLeaQsNm+LUMWiQb9hk18emUGDYlCSp5fsKerQzEoqyg+zJx2bYBADV170b8fJF7PzW/xPtz/yHiat/9cGrx9FBTlBz+DEg+6yYV+lESM3g1dlbNJ1V5NKwybVW7KZ3LuNc1KONTTZsBIqpFkByc8dk0FVk2JSRTsuHZfAa01ryPpe7scrIIrtBkjZP2cG7al45F6YW1jEoWCr41lnimOvnR15TrJnXrAwsbdhktuVIX5s82bDriojgNRISqDFi6D6v8vONuuY1E8AXSdpGcbYcGbh53wxX8zqMYVOa9RLM6+B7trD3ogEujyf/I+dF6dplWhHBqXJsVYj70qXdSlao39xBBa9mQqyCCN1+DMa5Zl532l3jtTm/yUMOugeFibO9yYhBOEe8j8wrVPC6T/ubMmVDRP/rCOzsWb8omLSOOlgNpgLL/OtflPh3J/bT50j2XC7zLzm30QoC17WRCeZx5SZrr/teTP3QL6Hy6r+I6MVHES9fHM+JDgjjdsLw8LhlMKmGTYrpyg1eNfPqqHl1yl0czCu43GBawVwey1Y0XMZByeiDK8DBFKUkvYp5zTFpsINGnl1AWZCWDdtSSW6zZQ5pZkDKuw0DRqsFq+Y1tWnTrXIiPf5x1bzq8Tnqe+xxcovxyZMNi8+eXuD7MRN9N/eBeR2m5lW7e4/abTjj6i0TEWMzbMrWdNmJFXGfDg7OytSrpl5vzTuMSXfgAccgLobDgVSrnCGYVwYAkSUb7vfEL8m6D5PgNR3s7huMz1WR31G30wWRc0DHCF4nl3ll2C0H42pjNnokzOt+GDYp5nXfPD0c66sN4mBedQ9UHlhjzTdQSp02p7WaeWy1JgaBsG4rMmxy7p30HJUNellsrfOOQFftQzit5DCvDJyPp8+rAp06hvqb/ybqb/6bYzvHQcEzrx5HB/FkLuC2a6YNogybCpjX4uBVMa+uDGRa4loGcawMk8bBvCb/C+tvxZi5GpO7AgdXDR8PpLQwMJhXR+Cmjq3ZOcX6Ws+bIISIPITFHMfc5fKb3rQRZQpiuA2Pq8+rvg9sAymJXCm5DF5dsmGRdEg/FkXCsAnhPtS8DtEqZ1wtbLL30nhlw/r7zEja0+crIxu2XYoHvt5SfCjZcOlWOQO+L9OwKZeFsq5vUJXMqx28yv+moWXYJJOA8T4Y8Thh/LZCFby2W8bT5u9w8vq8Mi4cqnc7zzkTtyMGhek2PH7mlWjZ8H4xrzn3mAGTeU3WDvm7t70ObNY077xDMK9E/W5dag0d6BYooZxBeZx+jSvxrIPXEAFhYNZxiGodNybZ8KTDB68eRwa24c2kYNAml4QhQhIjcgSvrjpL24xABa+uOdxm1sogZlI2PIZNOQPND6jVYpJrj59eRF2b8U71ODZZHevhojyGlQHWi6Gsc1IBgm0ek7NguWSaqqbLZl7TNa9KTmm4DY+asbNrgIzxUDPoymHjRfsep2AasN2eAURRjAphIOOWDRf0MXa+XsuGRyxcynUbHpdhk7o/TDm6XfNa7tpka8iLoU1UVEJJMaWD5oQiKZ8BzjCQebVbjAWyNyIiWzasFCt2qxzx36x/QLJhFQCENQRcjOHCS8vJ8zmu35MiG2ZMSc13KxveX8OmfQleJbu4X8oy7gw801B7LWqUHmnFBWgqOUakL8LggC6/N3fiO6EMm/L77Kq1yqluKXCjVu/ThIF+fzoBzkDAaYAQMWLrPlN9z8c1v086fPDqcXRgZAYnarooYPMAsekKwBD3xMJGQ4PxLGiunWxiCwybXJKfAVAZ8920NxiEQtmwZnnUOC3m1QpCXUtxVJ3Fz6z/ILZrJ5LzOUyhskYOltQ257PbNbQEDLGjnoYSu+ZVyYZj/b5hmLAyoNZinlfDlZJZWTVReZlm4R6ZRiRdX8nYmdfhZMNapj9q2XCmz6tKSo1eoSAO7GZeM4mVsszrLgybdEKJlwyAXTX6Dug5BvmKENMMDQBoRZYCMFs2rIJXSzasDJsO2m24UkfAxRgfe+py8oJUexzjGhxQX9pRQwSvuy+PoPtQ8wojeN0Pwybsu2zYXS5iQs2tRJYeyRcDUIlZc87L1UmkT1to2KTGpILXguSBJTFODzx/rsmUHjkCXdGujgjPEcIQWS21lEP7uAybJh0+ePU4OpjQVjlJ7ZZ7k0toBQHhifxtAPOqFj6ipgciKl2dawUf/prGMZPM67hK7q3NuHpU9ZQswbySnJrRSkhT/9qLqArcdN+3DFtpyqVcIyew7faVbLiYeVXZZZlJ5mNIDlg1YknfXKT72OW1T+BcjdyBrAws7omaPRqOueZ1SMMmPi7DJgK3YdO4WuXk1Lya24KhmNchkiXU2hgy5nIAd74z9b48KAMo8dqcF3ErwaOCU8uAicUq6ZeerxSjw+IDqnlVc0pYQ8DEGF68vKKfzmNeyyYZb3VoafieZcPjZl7TpSPjBOXq3t2n/U1KZZNn2KTmsWQN0y2yLOYVJZOuZVrlaClwQW9oVjTHatmw43NZSeqkJV56HDp4RYzYThrZ84/HUPDBq8eRgZ0VmxRoqWhezavc/CsXSmoyCGrydbGVhhkBBStR81peNlxKIrgLsEzLm2R8SZ/X7IKV3aS7mddQBa9BErym5EuZmlfbYEZlocsyr0YrCKu/KncGrybzOuqa13QNkK4htq4dy3OglMxrzsFhb7hiae1PqrW9DXwAOKUp2fPA16u64pG3yklfR17ECozkdC4jMItBJUCZjfDQhk2WazCHYEoH9ussKxvmZl/JvO82XRqgGf5Mzauj3AIAUbLh6ICYV5VkrNRBZfBaNc21DIMakpNcOsxgjOeb35VAWfOvvUDVkIt+4PsoG94vTw9tvJTPhKo5jYIlt54KYjPMa9na+aLX2Ml35cTv6vNaMMcWyYbtUq0cs0UOAgSi5jUbvO6hzZOHv3IeRwgp2fBkLOAAjIAph3mVmy4eKSbLcBuGa4Lm+lnxD5Vuw45Tl7DKtyE2HQzjMGwCkAomXX0zXcxrRraas4gqxlUFsbDkxsmiJmteqbWo6XMX1LzazKtV86r61JojTuq3jOB1n5jXOCN3zTNsyg+oXf1EmXTHpuOWDQ/JvGJMzGu2XZPc9I2r5tXBLNimSTzDjOQci6cZ24GvtwIHpmpUB3xWYWpGBiYfU4ZNBfLCVDJFJfVYmkllkfs+JKFiXg/KsCmRDRM55joxxj7hhk2xZuv3WPM6ZuYVhMp+pvvJvO7Pd2z2a81jsDXzarxeKy6spGXZchdOSFrtkx6UPFiaeS1sleNYKxM21bXxsRPgLhJAyYYDhMgaNolr4JnX3cIHrx5HBpzlBDWHHVbLBxtKdkkk8xqY8jdH9jmp5zDdhhOJTfrUrqC3GLE02hhHLV9hn1e1YDpNk7JBozN4DbLMq505Th2bpGv79GtzAktmMbkEwsBCvFWxVNL8wlHzqu7xMs6tw8KuEeNG1t2sGbVlz+bfuRsTYmXgATClFKiMl3lVyZmyUJ+bjrjm1WZex13z6upzmQkGHIy481hD1rza5QpcGjYNZF7laAY5xPI4TuLggk1uinlVwaslA+Y6eE3L1xUTyw6oz6sOSMM6EPcAcNy5IALsHg/Swaux9vEJWfuYZNd3qzDZt+AVRDBsY5YNM8a1cde+Ma9MrE9FNagJ82r0itc1r0EmYVeGjcwwtub5rHrUwu+5jGy4qOZVzc1Kgm4lzkXwWkFIGGJLoUH2YDbm4YNXj6OEXUhcDwMGtcrRtVqxQzasN29mwJcOsAiRhk1u6tV4X7lNwNhlw+nCk+QvNX6WrksF4KihKWZedc0rsQ2bZGCjal61NNNmfYeoedXTdJp5TdW8KgmrkrTug9swj426Jcc1kP+RvD3nmqpnMzWvUr4ZjDt4pQX1Uy6Mq+Y1h3kdWyuFvJrXlJy+3LUZOllinVszpSXmBFEnVzzX2FJo94sslkcyqyTDvKqaVyt4VbLhA2JetTlcpQbCOeohcP+ZBgCgzav5bOsY3XX3E8pteK81r+MMXpV7d5l7dq/oSXd2YP+S85yLVIgIXl1BXtJv2WyVo9dDYhssMjjaq2dRUPPK7QSyUkEVMa+uubwoeFXrvE5Su40vOYhh7GbNE6Ul0h4u+ODV48iAT6xhk5K+uDfTSu5GYxUMFBs2ZdlDy3TIce7U+wYgaZUzDkbJqhk1x6RlwznMayqAd8uXKlIqGGrWzQpe9XfhrnnNLKwW7BraVM2rZqmAwHJr1jWvyjAKu68Fy4PtNqxqiGPQlBlHiuWxAtm8xdoVJHFl2FQdf5/XwG4yW4Dx1bxmg1fGjXtoxKC5wWtRUseNoeWbVq29ql8sE4gUOo1KsJRkNo+hsTaPcpNJLOZVGTIFFSt41bLhg6l51fO+bPHzi/+X1+MVp8TfLVZNMX1pyepkrH3KbXjXwWuQnpvHAaKD12DssuF+xBCSpGxkXyCl94znBa8AkXMrJdxZ82onjctJaUu4Dav7QhlDuq6/msuL+rw6GVurVtYpMU5qXgHoVoX68N6waU/wwavHkYFaPGym6NBDy4bdE6GSCVPmcht2ZQxt2XDW2CV5aQmGwwJj0pxlDJtybvddNcaUGDZla15drFcp5tUhNxaHVsyrkg2rwNlqbm6P3zKcIjwJQlXQpAyRTEbOdjXeCyORB7sGSJ1LuSHbcmL5ouT9vEBa6giSuGRew32QDQPWuIugZcMjrnl1yIZFK4WRniaBo8+lCOLTv4sym3vRlmZ42bBKtuQ7gGfBclieFOIySbV0zSshFBECbXqj3y6Z1yDjNnzQsmE5D1RFwDpdAyB9Ddo8HbzateeTgJjvreVa4jY87uCVylZs4w9eK5Dn2DdlmZijeM45df9mpJlXLRsmAdJJY55v6megSBGSKMfSyXeXbNu9F5AobJWjAnIlG84aNhERuWvmlUW2K/noE8xHCf7KeRwdaJOAyQpeM853FqhkDAIZvKY2Yc7sYlo2nDCvBZM/ykuxFfNKxtAqR2yh0wyqhmXYlHIbtuVLebJhma0PgySwL6pTJFbg72Z9jbcT+zqazKtiqZTkKvm+Vf1l4jY8JBNWBtZirmte7fYluWx8QaY5k3QAmJIN18YdvMrvqGRN2vha5Vj9ZpXsbFytciy3YeaUtA9mXhM1wRCGTda8kyRkyjKvg2TD6brxnBdl7scYgXbu1S9TrXIqaQWASl5wdsDBq2ReEfWAfhcIQvQRWgqUwUz0YYNqr7TbusH9kA2reThGsA+yYYYKMeb//QATCaB82XDi+u2qec0awpVLghUrQtLzESlolZMEoa55J9/ZXCfbaLIPyL5WrHeJK7lnXkcJH7x6HBnoOgsEE1XzOsiwKQhU8CobmA9kXlWtnZLdiH/ZINlwSalSzNjYal6zRg5ZSa+b5cnKl1wLSxiKx5R8OCN7suoUNQOrAk61gOZsuOyaXQKeCQ5ddbNqgdR9XsHAR+zmrE2hLOZVZ8rt8RmPAUqmmfedW4EboI1z9o15LdtCpChbvydkmVcGMvIchEIek45ULXiJRN8AKXzOyeV7kXvu3NOVqcMtIRt2ydgjhFnmVd2HNvMqa2APSjbMreCVRz3wfgckrIs5I5d5nYy1j6nyk13Oc/vTKkesEZxQ0DEzr71+jBD7HLxyDs6JVEM4gjzD9ZuAJ2aJKXVXOtlcrn1M/rxEuLU+0rQfRApFSTPLBDGFjEuxKoOw1zsCIueN2GZeC9dDj0HwV87j6EBLVfKd6g4ltHlATvAqmdcKl5OnyRjp9zgCDks27A5es4HbwOHGsZQNj6vmNS1DSk6sAkiHzJoA9iLqyuhXJNtSUcyrdT6bBdcBnzw2i9VCnh/EpRdAo72MHWQYx6A6sJSs4BhlwzoJkGFelWzYnTwoYl65w9WW7xvzKpMzZYOQIQKt4cbhNg0bm2FThnlVn98+36DgdRfBfMZtOGuilnu6cTKvJETA3cxrmGFew9Tz+w7FGlUV89oVvbwrNclomTWvLKuQOORQzOtuf4fjZl5NY719kQ3HBvO6XwkKPph5NYPXhHmVLvqOOv9SIPkBetLHXSXfpQrK+T3LYzhqM9T7Xeex9xCEEHCerPPq2KZhE7NrXr3b8J7gg1ePIwM1eTES7F9mcj8wqOZVbrqqRNroG0EjcTCv+tpot+F82bCZzSxrEhHLICHFAI8IdhBkjklnfV3Ma6beEIU1r6HhNgzH4quDV6uuig0IfDKtd8BlsiXLHKdqXi234XG0ytH3l8NtWA4s/a/xWiDJROccPfObJNJgLFSb83Gh6P52gRfXLe9+HOlew8rJc2wlr3YAqZjnoZlX9R0PMVJbgj5EzWsZw6Y0++9+jau+Liah0StTHUvWvFqGTar84laRDfOoB/Q7IJW6KI2xglcGu23X4QZTNa+7/YU4pZ6jgw7cpGFTbl/SEaHfZwbzuj8JCi7ndGHYlL2OyXekglfFvMowLzO/lGuVU8y8WkqQQtlwgX9BCcMmcy+VUU1pt+GKPH2WeR29eufowF85j6MDXSs4YcErshOpCSVvqxEH8wpkFp6MI26RsYV2nrVrRgtGG4+r1YhrY2t8Ls28ZoO/bPCU5zYsDZsMt+GU3NWSIWUCvhKtclLMK5BhXpPaxOT6aUdaVY85juCVKEdjOQ71rx28aiMnYm2ihjNsgpJZBZXs60cI9V05lQUOFLZX2NNA0hsyIiV546t5tQNIN/M6+He9G9mwdW6lSChp2DRoc85LJNWI4zcekxDUDkZjFbymmVcdvB6Y27C87qrmNe6BR4J5ZXaNJWeISdo87rAjabm2y9/hmJnXxKyIyIT5mGXDB1HzypVhU1Y5A6gAXkC4DWvqVSSOiEspVa7mtciITRws7dnhapWTKZEyUXR/qDZVqbZi9lwpEhckVMFrel5xzT8e5eGDV4+jgwllXpPeojkToVzca5J5tRd7Mek6NnuZVjn5hgfxEFJs3RdxLDWvVqsZh6TXFfzZBhB5G3ZXn9dUgKykfFpOpM6RDpzz3YbtcYh+rYwjy2w6mFcdWI2l5jXNVKj7wTaUSsmJmfVZcpYc8bktsJ54+5iD12Flw0Sbbo36/iWapRBgGWZwpGezan1dzGuWGXFgCNbUOLn4V98zw8qGBzCvZWo8HTVnnIYIkA1eY05QqaR/T/TAg9ecmtdKPSNTpTxGPGnM6x5b5STvGyPzKt2QRc3rmJnXiB1IzWuRbFgE8GpNMm49rcKx55eyUtqCunfLQI4QItq5uZJYOhHpOKdu5+WSQ6fLgwAVUNslP0SXF9h9Xgvd9z0GwgevHkcIyrBpstyG1eKby1rIzX81N3i1Ak/bPVS7sboyq4l0tKyb4jiZV3tRS33PLB382cxrGm6J66njTdx5aga3n5h2ni+RDYvPRgN7kz6Yec0wx4SkHneZ2xDqkA2PuMeKzdSpwFTJEe1a2IhTcKtnbd5iTRxBEon7onXJuBf4ImMOF1RQMOLki0qgpKV1Y/zsdt9e7VRtsgll+ryOgHkd0m14IBuc+i7zGZos81pB4JANx6C6z7GCdm0vKzcfNaxWOcptmIQ1oS6yzGOYlUg77NCB0W7nOUd7k1FC1LyK83ASgI6Zee1H8YExr0WGTYnbMEvM/hRjmzFsKjnnFbkNO9ZYZhuYJQMUL3XN5c7erdb7SHquTM814rMo5RuPbOaVw4dgu8foi848PG5VpGTDB7ThGAfURBq4J0JVW1pDX8h7rQ1iNmOY3owW1rwq5hXl2Ww27ppXV/0uYGyUHZttB/PqYgmnGxX87I9+i3E+K6NrBcbZPq+CS8vbpIvF3Ar4QFOZbXUMc/yUBmCQmwLORb/OkcuGVRIjHaQye5HXLsRWG4QCSZir9QGN+4j2Y4napWx4HIZYBEad65iDV508yiRFTEO3EsGrnewqAS2rt4PXnDksdTpCMTAAM+s9c2vjsiwPp6FmrzRY5EyiBEEFEXCANa/yc4Vp5hWVOjjpaMZLwDR+m5DglXEQwkslPJzQ/T/Hx7xq4zw6fua1FzGERP6O9u075tKoCM77ypQNm8xrEqRmk81l5rwiAsL27ADySw0Kk2YFsmG9BqQS8K69BzGM3Xr2yX2f1z3AXzmPo4MJlQ0nAVMOkynbqFRJlAQa5tsBK7uoJmvl1lfkNpwTqBRAyYaJyyRhj8gwRa5aXpfkx65dLarPNGH3h7WOHWSktsUsld33LjH8IFnTJ0efV/B4KBZrGNjBDjO+e/E4Sz0fg6aTIiharB2GTWx/glftCF3asCkrOx/NQIjshZgwr+NEEozZ95V5bw5WqQxSE+TBrLVPWkgNvqbDy4bzN/L2RpnRLPNKWIyYZ+/boHKryIalG3fUA6IuSEUxr6ZsmIERmmuscxghWuXw3f8Ox8y8sgzzOomyYdHahoG6mVfGUoZNZs0rB7LJsbK9TwuZ1+way0Bzal6LgteC+8MqDxLnsPcCYg+h+kNna1750HOmRwIfvHocGaiJZeIMmxwSlhQU80oip5NfXq/ShHlVktR8+Uy2v2o+WLR/smFzw6D7kjqYIs0qDh04ZB1igcRAiRDlxLjLmleZvU0xr45gQV1LzlgShI34+iZ1QWmGlVvMqykbzvZ5LW/YRFkfEdkP5lV+96VrXncXrA2CcvZNbr3xGnpkZOCOe9PFiGewC+YVQPqejgtqzxzvG+imGueoLwy4arA5rSC0a15ZlNSLGlCMyoHJhlWSquJiXtPutipxxIHSScZbHTHfW6ucfal5BRdtVPYjeO1HCfO6jzWvHGoKyJ6TGfdaQLjeQnBpRud0My8xrxbPS455LKesKWl5k72HiEwauz6Xdim2EuCw1m4OmjCvGdlwvgeEx2D4K+dxhJBstul+Te77AavO0oaS54bE3QA8w7zKBUlLX3Vg58pcStOeMsYu6i3KEXcczCtJZ4BdsmE1ZkLshQfJtUTJBuLE2khbiyEhSNUDudrcpMdvSY+knb656XQxq/pacpYYD429z6tk7JCWRqt/40w2Pl827DIGojxCvB+yYfm7YWXlg7JH4ehrcdM1r65WLiM9m+7zatedpuX0Azf3u2VejWMnDuCjYl7NNjH5DI39jEs2TFicOPWa0AmjA5YNBxUxln4HiHogYU3IVFPGdUyWH5RPMt7qUIZNu1WYkDEzrxxJ+cZ+BK9RP5Gl7tv+ZlCfV2asBcZ/q/dlZcPlEnakRKsccx4TraPylWO0oHVd0fvS957dKUAwqzTPbViu7R67g79yHkcHSuZIA0zKAg5g8OaRJgGAO3i1al7tuhMlq3RtAnV94xA1r2yMNa8Z+SlPFk6r5jXF8uhFRGWuyy2igrU2H0gzSISQVHKAOxc9E5ZbspINm+ytUzacGDapPrqjNhRK3IbVOJLERWpcppTc3pjkfW6rxykAEJ4TNIwYhTXdLvDxuAATQkGJaAECSHZiH2teXXJ0l5w7g1Ewr8PUvOZtKFMvGmzY5GI+eFBBBXFqriPcrViBVc++7zDn/aAK3tkW/6mYV5gBvGJe3UHGYQRjyphu9/PcOGXUzCwRoQGCMftsxH2zpnI/mVeSlcyqpw3/A/O/tQqnpNdEBgNkw/b8LPYn+fLf3GRyzudyGT1lDJvkZ9T9oVm6z2uRgaHHYPjg1ePIQG94SDAx0ikAYrLmg2XDAHJqXtOPZeR0hZt7ro9b1iRCyTPHwbzaTCiB0fRca5Ycm3S7YX1ZG/tMzY5aDCXzCvcmPc8hs8htWPFErj61pgRUtyIaceCXMfjRMnwreGXifjQDbkBlmvOuqaPmlTPkMrWjRJGywAVZPziucTAlobWTSCM/nZ2MyCbBXLI+HnVTbKOeF4bciJn13bpVTqmEUQk22OzzmjMvOVtV0BAVEqXkjoTFTtmwnj8OqubVkEeSsAre2RL/XakBNBBXSbuPi9ZZea6whxEx46CE7am2n5VJzuwSZpKR0/Ezr3HvIJhXDsYHM69c9whPEpy5hk17lA27Es926yhjgOI9Oao1cZwC5tUOXo3fFpWfJWFeLUWHlJR77A4+ePU4OuDJRCrUmZOxiA8yOSCEavYxXzbMso/p9yuX2XzmdRg5mpLPjEU2bGVKhfQyzbwyZ7bVCl6LJK4mrEVUtYZRn03XzViGTUVuw5maV8mY6M+lnQ4drXI4SxbJUde8EhGQ6g1JbH73iYGT2T7BllHlZtXtNjHq9fsgqyJaNlxuc0kG/N52P5C0jLe0ecluT6cTHvmqAOJgxFt/8L+j98jv6/8edE/nIbXhVccoMSc46+Ts15RgXsWm1Pp0YRUVwtCPjPuWRUabmQSEEFnXfVCGTQbjHVbB2pviPyXzCgCQSQaqal7LyMAPCXQblj0wr+NkolPJIBIgMFrFjAMsEsFrufZWo4EKFPMSSrapX9KOLGFesyVLZea8gjSX4xgMbrfnpOY1r4wnx4hKeVvYpUeOMplABq/IGDZ5t+G9wF85jyMDNaGLmlc2KQnoUhO+XjyczOsAx79CeZxiXsvLhhOJ4DjqGW3TBKPOVy1UKgg3Nz0W81q231yu2ZXxXnNhH9zn1ZbaJsxrttWPMX71WRjTQdios7p5EmidVTda6DDHhkaZT+Uc3eCW5SNjDt70eRRzHJfcxHJ37fjeB5JOsoy7VY5ORli11CnmFSSz6eM7N8F21vV/s10zr8m8M1hOb71vCNlwUUuNzPcoe2JHva5+iPI4qet2jOWg+7yCENHbVQavinkFoMdGONP31/61URkvYibDpj0k6crUT+8WKRk+FcFrPKa2PADApWw4ppV9C16VRDe3z6suLbEShHJu41ZyrHiNMF9Ic5lsl2Il09IuGSCAQTWvLtmwg3l1SKBRIBsW7LgPwXaLPV25P/zDP8T3fu/34h3veAc++MEPZp7/lV/5FbztbW/De9/7Xrz3ve91vsbDY99gMq9IO+Edbgze5KraQdcmzNWexWTIVBDEHPK4JIAZvlVOMBbDJpu5NGoyLbfe1EbZklCWX0Szgb943FjUTPnswDY2JPNdgNCU66GzpYnRk46NkXl1SaB5zsbE3tCYG2jXwQlsNcQ+1QQp46KSQUjZeuihYfXRHbdsmOpkhFV3aiV1MioVxlLBoWYvhmQRmONecrl+ZlEi4GDlDJsyAbcMXk0JJuGxk3kFpBHNAQWvhDP5EQgQVrRsmIT1TPCqmNe8liaHEaJVzt5kw7my0BEgZYBGAwSEjzV4ZZEIjmJS2VfDJjVHOfuoqnp6kiRX5RM5suGSpSIORYhx0swxeA7z6qpdtd/nlg3LUi2Dsc2y+GL9SoLXrGzYt8rZPXZNfVy/fh3/6l/9K3z4wx9GtVrFX//rfx3f+q3finvvvVe/5oknnsAv//Iv48EHHxzJYD089gRVyK8ligc9oBGhBEOlglYn80qsBdyqBbPlhek3m8xrSdfNMboNuxZDm3l1u6rabRP2VvOKHDmRltbmLZaOml3NHRUEwIRQobyUwSsF9sRIuEAzrQPSNa96cTadJG3ZcN41zbSJGSAzHiGIDr5LTghsTC0OLAa7dN31bk9nS9qdbZzU+ZMNIecxTKmsy0CsDExWY5jgtYyzuS0/d0EkIdK/ERKKnowZ5pVU3GNB4K6l2w8YxjQkrAq3YUD0fdX3Uix/iUb5wYTIhhnnIGTvsuFx+V/wDPMaI4454L6V9n4+FbzSKgja4zlJ5qSSQc3t8yp+G9wq3UkS7vZvuey6WzQHZMtNxP6kXO1q6mlCktZo1vs4bMd5VyAeJC21nH1ePfO6W+z6yn3hC1/Am970JszPz6PZbOKd73wnPvaxj6Ve88QTT+D9738/3vOe9+Dnfu7n0O12c47m4TF+6M2wbJUzOTWv2ZYPNhRzwB0MgrtWw4DFCKWeUswJcmQ5ruGOuVVOus8rN8wikuAKyGNeZSa2LOtlL6I6eHXLhjGwPjArtSWESvbWCjKsBVdlfhMDnVG3ypHGUVbAwVXLEKMml8kefvZnyc00EwJCeCqAVA6p44beuBww80oyv7PxGlYlTLpi9B33pm1kpv4254Jd971NkmZaDVEq4TK4z6u54SxqqWF/j0Qxr30zeI30PW6DkYOreU25JYe15IlKPakdTjGvgYMdOryIdaucW1M2nJLh0xAB+FjVXjxOy4b3Z38jS0Ts2lU1phx1jpjbBZFgssRly3XsQDH9zDCGTdkyn9TTeeeR4zSnPLOkRhzx/8/e38XKsmTngdgXkVV77/N3f8+53ewWyWZzKFEQTckaCtLQAGV7TLdIdts0BRuSbDckATQgCDLEB0KCaFmWXmhBJAQ9mC+EIMMcShBNGCQ0oCjOkzAzJERSIw1bAMUW2WQ3u2/3vefe83/O3ruqMsIPEStiRWREZmRWZlbtvfMD7j3n7F2VGZWVGRFrfd/6ljVsktLUxkcttSRalEgLOjGYeX3//ffx4MED9+933nkHv/Ebv+H+/fLlS/zhP/yH8Tf+xt/Axz/+cfzNv/k38RM/8RP4oR/6oeJzvP323aHDmw0PHtw79BAWFILc31ZrU5/59tt3cXY6Qx/JCGPfM6tKQEG2HvercmX2ibJqvO7LQqCSflyVMEE+/fuDe7cBAHfvrBvvXa/s5FutILZln+1kbd7z5tuv4WzkayGlCSZpHL/Lgtdbpys8eHAPt2+bDeprb9x2r1uvzGvefusOqtv38HloaNl+TQHgCytzL92/fxdCCKxXZjV7553X3GvehcCqMtfm5e+voQDcuXuaPPZ/lBWk8uP/EBrV2riErioznhfvnUIDuH07PMYjSKwq4N7dE1wAuHX7bNR7bXW6xlchcLIy43hsryNlll977QxvPriHL60lyMSjEv6zfAANWa2SY/qdkzUEEDyTvy00VOJ+HRtfunsGALh796ToXJUwm6Gxx3Vyy7B+b7xxG/cf3MPnpbmG+5yn7b2rszW+BoH12nyW84cn2AG4dcffVysreXtw/44L7F5ohdMT//mfXp7hQwBnt8quH+Fd2xrowYN7uGW/89ffuIO3O47xW9KUKLR+tjVTjiD92t8RhnXnv/u918ye4+4t//MvQgFVc+4DgK9ABvf4nKgqASXM/fHendt4aX/+9kfewvrE3EtvvXmG9Rv38HkoVKuVCRZk9z11FfY1d+6cQkIH92tfvBetfWNitz3HOcxzocQOUmi8/voZ3nr99ujnAuBaI4mVuS7379+DzBgRjYUvSwGtTfCauo4vn52ZNFO1AnbAa/fMmlRVZlyV3YvR+6QARNU9569OVtnn2nzk8B7/QlWhEtvm/sXuRe6/8zrk+hQx3hcSQjQ/1xfsmvzR+/fw2h3zrH1ZSEh2DQTMfuTBg3v4ABJr6certcZzANU6vR7eFOzz2Qfv3FNZHU6h37lzBz/5kz/p/v2X//Jfxt/6W3+rV/D64YcvyqVcB8CDB/fw8OHzQw9jQSlUDV0JbHfAmdB4/+Fzt2maC1PcM/VuBw20HpdaPdSQjddpLaBq5X6ulcmK0r9fvdriFMCz5+eN9243VqqkBVZQRZ/t4tywGk+eXqI6HfdaKG2ytzQOoX2f1/NXl3j48DlevrjA2wCev9i41+1qM8988MEzyFtmflO6/ZrS+86g8d77z1BJie1mB6VF8D4FgXpb4+HD53j29Bx3Abx6tUseW2mgUtH4lckA77ZbPHz4HE+fvMRrAM7P68Z5dtsdHj9+gVsALjf1qPfas5cbKG2+84cPn+P583O8CfPdA8DjRy+wu/Mc28st1lZKppW/JwQUapW+pputsXgKnklV9h3si1fnO7wJ4NnTV0XnUnUNBTH6uDaXZvP56MPn0OLE1i4PP0/XXPPs1QYaAttL830+efoKdwGcX+zYc2GYkofvP3OSWq1qXF74Z+flI9Nf9PKy3/2mIKBr855XL43k9fmLS6iOYygNSN0+1+wumTlK7rVaQSG8vy5tqeujD57itv251DVq3Zw3zWeQ0Lv0szw16u0O2s41l7VncB4924HMkh89fAa5vQ0JhZ2ygUbd/j1dlX3N02fn+APQuNyUrTspaAjUHddjKD788DluwzwXVFHz8L0nqDfTMPUkdd9ihVvCrEmrgr7J+4D2HoCASlzHx49e4nXYtmkAnj55gYcPn6Pe1WZNqwHAr3fQCiqzRnBsd2a9SL5OKSgRzpu1Nsxrbv/ywQcvIFYbxFAwhmyN912aufPxoxe4fLV2rw3WO61Q2+dzhwq7rZ8ziZGu68xnuAHg84yUojdZOfjO/shHPoIPPvjA/fv999/HO++84/797rvv4md/9mfdv7XWWK3mZ7kWLCCQzEpYqcp1UQ0XuQ2TtColGxaxDC+Sd0ZmRtG7rRK2R+0QyWf2qFXKIW7ZE7RbabQEEdH7/GtK6y21kBCC30vNBulpt+H2ljF8/FY87I/h6gOb5xFBq5yxZcORzM71eSWJom/xQrXlDdfXjLQ0/UzOU/NK16mfYdN0fV7dOBLGI2NCCuHqpAF4Z9pANpyod1cquFZJA7ECBJI85/pZ0CoHBeZwwX2Xe01CNrw2AbraedlwhbpVNnzImleqDxTVifuxWJ8B0uy1tKqhWEuZaycbFnpvw6bpal69/wHJ4etdoS/EAIiaal5JNjzZqRiMY3dcIuJ/HcuGNXuf8PXYFqUmRsKqNpLSaK0ax9Ci3bAp60GRuz9sqVaj5rVRa29+X6OC4LLhDu+LBd0YfOW+8zu/E7/yK7+CR48e4fz8HL/0S7+E7/qu73K/Pzs7wz/4B/8Av//7vw+tNX76p38a3/3d3z3KoBcsGARa7MnZ9JoYV3jzg5ZXUF1icqEXwboT13vSwptsJWKNC0p6L/q30MQ9jduwjBbDZoN0chhk53eLkMsjFy6ikUtuYkMcmC0le8zy1yZqdm3w2ujzGptSQJqssw1exzZs8jWvYZ2ia/ESt0FoGFi03Kdkoha8vuw72Bcidkvuev1Utbh2I+PHMX2rHJ6M8P1a84krc5/rRjALDLnfWH23pnu24LrGJmkJ6CB4zbXUaH6PlWWX1dYzt1LX0CKdeNeoDth6ht0fdtwQAqjW/rtQOyilXX1d7MZ+laFdq5zjdBt297SQgK1BruvpglfY4FXLE4iJ62sJ1A4mF+T5mldKgtXufabPaxyElnpNhOt18CugeYxcax133lwyObOv0RpKxzWvTb8KekENCcGTo27OWILXodiLef2hH/ohfPazn8X3f//349Of/jS+/du/HT/4gz+Iz33uc3jrrbfw9/7e38Nf+St/BX/mz/wZaK3xl/7SXxpz7AsW9AIxJhRoHSPzqnR/o4WSfpi0+coZNgUOtzoOXsllNG9c0Gag0IAzFBo/eBWJBSRmVVPMa8OYxrLJJWeUjn2GDeZDcKbIG9P0cBumPq/gAUQzAKbXaMdijbswShEt0A3DJh+8kmET39BItLgruiQA+xHmaZXj6sIOHLy6frMURE7c51bEjL5OJZWiTWLE0pr3NU3KSmDuj+ieLrhn4/kqhdjlOvmaBMvjmNetlxBWqLOJtkMyr8K5esNJurE6M/MCOZyqGlpr42MgiHk9woVvAGptW+UcqduwYxmFgLBMuJqQeSVFU12t5zOk1EaiiwyjTz2gtVMC0JiMGZ2OglCpW9aIAC1qsMS8qUWVCV7bVSNZpULKbThhWkXjqFFB6Cbzus+9e9Oxl473M5/5DD7zmc8EP+N1rp/61KfwqU99ap9TLFgwGoQmCSkFHMe3iP/Dn/kf8fH7d/Dn/stvKX6PLpANO9lbYhPWdNQLN3VOlpWSVdp2DX0y+iQ5nGLibvZ59cyr33g3N8oiYpiKAyeXCKGAoyl1NVxVKPnNL9C+f53W2nwN0abTM9dN5pXLhqdgXk0NUNibk+4pnZINsw2DMUzLZ7ilCJ9JUbyR2RPx+DswWf9Vdw962fC0rXKA0D06JRuOkjqsHRJBKxtC7SMbVj1kwyUqDzs+1SIxTjmbVjZ41YFsWLnNd3IshffN+GCychu8Cms649QyamddeRWErBrs0FWGcszrnm7DE10P35JNugRwvdu2vWUvyHoHrBjzOsttae5BlUteu9KSXJ9X358cVnpcMrfSvKiVaiwRIrHO6CzzqoxPRi54tZ0pmh/LBK+8cifeR0mmHFIZ5nUON/3riqUIdcGNATXAFkfc5/WDJ+c4W/dbjEs2023MK4QA4hYlPACjmsCUSRtlOXvIhqdkXmNJYRAwtTKvzZrXIua1cS/lmFcK+Chwzsln/Wt5252gJ2aq1Q8oS6xdtntsWbaTmVIgTp+0wbxS5puPuV0u7es9I9nwHH1e3f1dWPMaPx/jDcSMQ/l7cErm1fXtjdhPtDwX/k+/EVTKdlLumYzSQrJECCVcytQOnZM32xy2Mq/R91itQ9mw1rqVedWigsAhmVczfse8ro1ztrDMq6prKxumRJA4oMx5XKhaoRIjyIanbpUjhS9NqKe7V4jZU/LEdgyYRzas2J4qRqNVDk8OuwQn3HfAA77W84qWPUli7TbMa5tyLHsmpJMb1CpHsJ8k/CrsOGuxChUag9uLLSAsYf+CGwPHvDqTneOLXpUewAiXyAuJOUgyrwmTI/5WwbKjiXen6hu7xpsby75I1lkmZK1AxPx6utP+UxUzr4FEK1XzyvWwmcAzPX6/AQ+kkq7GMGZeBYSuXW3y2LJhIYT5GDEDLGLm0t4TPHAoMKoyL/MLfKl5x75wwWsf5nWKjDll6dl1LEqg7HE6SkMAjCkK7hsqGaBnx34//FqRTL33NeGGTfRMljCvBXMNMa+iQo5ZSz3jlWUuqWcmtDLsim0T1BxLlTaCmQN8romYV7nyMlWlLXssKvt5j2/dG4Ka7tc9+oWTyd0U4CobGqOeiHnVWpt+xAA0S1xMD+XW/2QSIKvOsXN7o490oUkfzZUJH46kairHvHYkCJtmlvZwVl0UniZ1DTzzKplsuKt8aEE3liu34MbANa9O1NcdC5TCgPZQBQwNbQqTNa9oZiX5RtQxUxnZjbumhZsAxwxOw151yobdwsGvBY2Fglf//zZoISAEr3lNGTb5a5MOEPj4Ext6hE3gczWGWkhzfjWNbDhm6rxTIyUHfKCqYja+QyYlEsyrLN3I7AkRG3p1vT5h9DPKOMiwie7PgnKAvc4nTOsUET8XSdlwmDjREfMavLYQJSZkaeQ2ovzgJFessvV/nBkhVKc2eN3Z4NU5o+eYV1k+740Mt54BECsrFybmlbnbOldeKxu+NoZNTs2xB/M6YTCvwRQ+EweU253CGjWUWDUUHFOCGy+lrqNyz3U8x5Irfxi8FpcfxCaBHFr54xJkhSpj2NQ6x4pM2UHCbTgOdCVLjtWiCplXd+9OoD67IViC1wU3Bm6zYrNwx8u89ntP0SaXmINU0GSDHn+8kMl1m4M2wyYhy7fZehpZKwCXmPD/5G7DLRLWuOa1sN5S2M/d5pao4a+vd+jNGUSk2Moos51xd3WtciaqKW62yqHNGWXVyUlSmb5+ohkY5TcmzQSJgAaKZKT7wV2nHoZNUzCivracMdgz1Ly21VLHz76Ov0/2975BBGfmO1tIxQPvCDjovlOiypaIpGTZKysbhnWFdUxZtua1gjxkq5yIeYUNYiUFS7stlNK2bleiqM3QFcEYLcHmapVTueB1GsOmzU5hJWpouXbPkCps/bUfjDoky2A7wyZyv7Zrr3Up9mUJJCcukw17pU6KeUVC/ZQ2bOoyxYvd//0vtEn8RWcO9h58nIjmiV7JugUpLFduwY2BcQm1tXg4UuZ1qGy4a8J3hk3NTVi6VoMFr+Q2nFgMafLXJWwIYXBrjRKE/dyovyGABPOa36QXsdnmjTYRYv+ZcjrkdTNdbEGCefWy4ZaaXVhTCLDgdQ85XQrSuR7HwQ4Fr7F0WjY+S3Zj0pDM2vtwDua16isbnqhVDm10nPnXNEEywTPp4fcpW124QwaWv69voiFgKrTf6He+D2kTlfBFvtYuNgIjpGTpq/UJlPbMq7LBK9WQNj9DxsV0BnDZs3CyYcO8UvBas5pXIYh5vR41rzpKng06xoTXg3sT0Fw8VfDqmFc5L/MKraGi9YnDPXdR6U6j5pUpnspkw3k1WLKsQ5r9SWMe6GReRbbFTqPmNTIo5OtXLVfp4HWG5Ox1xRK8LrgxcJOJDB1ijwla6YGy4Y5HuWqpeW0wGVGrHAqCktfLL0LlzGsoJRoTlvDzAUAgG44Yw6DmNQocSustY+Y1KRsG+rTKkYmAj1v2545BLJqeKDkgBNXVRvJltzHxTrQKwi7MZbJQkZCBTVZbmjt3qWxYTzOu+BqkGIRxzxcmVpLsp/t7yPqDbcTi2udyMMVHjwBYiwK2LDJsyjKv0fe4WlXYoXI9M3fbruBVHqzmNXA2j92GVxQsbVGrGlLYJN41qnl1zOtez+KEsmFmzucMtCZqlbPd1ZZ5XfnygxlqXl3gn6tDj931Y1O/KGksdSnzSuxyKnhNJP1EhUqk9lYdfiFZw7fU+7z6TGsd7CE0JKrEnLmP5P2mY7lyC24M/GZFmIns0ANKQGn0DqqFLvAVtLLhdEAT12qEm7pUYOFAzqvHUvPaqF3VblPd6CnZ0hKkr9uwXxMzsmGEAV9+0WK1Q7FsmMD6BwbnsU7FasJWOUHfu9h4K2JeNVg9YFeLIJc8iDLXMxg2ufYshcyrccScjnn145iWeTXfJ1gASZvtlppXlqAg5JQAXQjYml7S4+66Tfesi1Uk6+evaT7jq0pgq33wWtvgNWfYRIzOQaB5zWvoNly5vqK1M7VxNa/XI3Zlrur7yIYnlFErH1wTE44JZcNr1OY+TahYpgIlUHhpDIfvHU19Xj3zyg2beC1smdtwi2xYN8sttJRGOt9gXjsShG5972ZsgxIM0Ge0QbaoIJkr+Rj37k3HcuUW3AgorV1Q1jbxHRpKadQ9mdeSQMsxBykpacOUIDxem9swWeXzrGMnaAM8Uasccw6zUEnGvHJ2FEDQlsNvmpmsqbD2JmDxExJunaj9bDNsiplX8xPBgu9czauVDZP7azX+9B5KoO1nqkJJWMDGu8W8QzbsHH/9fThZkBjhaNyGZaKdxMTBe8DoI5FgyLTKqXeMRUi5d5cgkA33qXkt6fNq7ztJhk3Nl6TacqwqiS0qCOs2XHfIhiFWB5QNs3mamFcybuJuwzZgErLql2Q8cnT5BxQdo8S5euixmbeCnMGwaSVqgNW8lrb+2gdc/puuDY1KS+KynEbSmJK9XSduJjv5mFLMq4Rq7K1MmU8eVPPaDHpp3xOOieYCx7za1+hINuwSSgvzOhjLlVtwI+B73YnWvqWHxrCaV+36/WVhM58pNs5lCS0E2di797YYNtG7c7UhCQhlFoxJbOLZZps+l45rXp1kh12LocwrJKRgErEE8wqWkfX1vrnaz5SJTabWNA6SKcB1hk3jt/EOmVcKWlbhv1kdtLuvumRSxBYcgHmlmtd0K6jE6ycKqmV0D3bWY42AlGGTbGNe7b316nzjjzFQAqcFq13tEbzm2ldwOHdva9iUrnlFIwkhpcBOV85leLc1n1PmWuUckHkV0FCu5tUErY55peBV7bxUVVZZhuxKot4/CRrMZyPDs47StS7SasKaV2GYV3oO+5cfDYBlOXO1w146HdW8WsY2JhJK+7z6AD31XDfXDSErSGFqwIPxoWPvZJPJcV4ztc6HJRjw+02YeagClw1PY6p4k7BcuQU3AlprSKEASD/xzeLG1w9KNyfKLiRrPCLIlprXZHsZXvPayrzytiilUN3B9mD4AEBrjUp42TA3YwKiADJimFJtNNKniyRaGTmRD0jbZcMpKaVxyG62FYn7uCr6Hu19LUc2bDLjQyPYoY2Jk0Jp+/2KzGdJwDvtcua18DvYE31b5chkgmIEyHBemiN4D+83HYwDQGNz2ej3ipBh6nvumNEtbZXTdSYvG5ZZ5jU3b+6wglRWNmwDvzzzmmnBMQeCmlfLuJ6Ehk1GNuzd3a9Tqxw35+7pNjwVeFKH7h89mWy4xgo1sFr7uvEZ9jfuGWKt3DjcHoueHzcmbR69yG9AAIXBa4tsGE0PEHI7jpnvTlM8IdOGbymXYhGu86bTgd0fyFCh4frTLszrYIyfml+w4AihFKvldAHH8S3iSmEQ89olLxQrW/Oa2IR1uw23MNV07h5yNKHqMmnQELBAm75fHdW8esaQb9IR/q649iZefLsysh0SS5F26DXXS0U/j48h7OfukCbvgZTBD5nD8Gvn2ycVykKzNa/TL+5SNs/d+noo1BO1eTLj4Ndx2s9fyrw6OTfdW3wuGBpEJPoAlxyjhHn1Tt0rs4lMBGy55MgOFda25lVZ5pVkuM2DVK7tWt/gfV/w4Fvefh1n/4v/C1Zf/+0AgMrO91rtXFJJyCihdNUxhumN9QmYAtxtuKLSiqnchreGeRWceZ3BsMkla7Oy4Zh5JXWOVTZF835JIh5oJtWikzaea5EJXgEN3XI6Sn419orJPZevJ1cUm9P+QFSBYZNamNe9sVy5BTcCirm/tRoQHRha6wEW991MEAWtSROfKGsaB2CudjKZyaXXlrsNC62gpgpKWBCqXY+5uG4vsemJ2Pi0/Dd1vuheyjGvEWPVJp9tug3LwGFVp8YPWmiVO8c0zKtoJgHEKhgXl5KlnJPTiIIkhLKrKSF6GjZNxYg23IZnkHcma5hl87lwcm630eeGTR33dA681MAdt+yZ62qV42TDMt/nFZTMjLATKwhtggyS3OZkw5AVKtGspZsDsTHN+lu+E+LsLgC4YEnVO+fKK2SVcJa/unA1nXusJbP0eZUC0tYkT6X22tbGsEms1iyhOv33TAnGfD/UsOY16GHNg1dXdoMyP4G+rXJsArvh9txVchV7WvBzRFGvOadPUoey4VUgG1aRamlBfyzB64IbAT+ZeOb1KGteVf+a15JAq1qbxbNKyt9SzCtjJVuYVye7KdhQeqhZmVdEslBnaBTIhpusV1GAImPZcDNzHGRoE2ZR8fibUlsXkdsfp+tmtbD1bLQRmMqwKU4CEKvgGtD7NggNN9lMptnXaUWGF3PIhnvWvEoo335pzHE05PnTtwoKDJucE2gL80rPTuA27Dfpvc49kHktYg/JiIWYk8TcZXqfNsdcM9mwsgysXKWDVyGNbLiuDxC8tjDz1doyr3Xt6vzMc3p9mFc9gmx4UiaaM69U8zoRG7rZGsMmuWKGTXO4DaOdeXVjINk0V5UkiAQpympe/fsyiop4PyTTwWuJbDjsJmCRUbtRMk6pKIiWplWP24PQMzmzWuM6YQleF9wIKI1m8HpkNa/Kmgz1TeKLgt5o99+8AwD4yP17jd/FjouxWZHLDiY398Z1T9vakJKEgNAT1rwy0xvHvDrZcMgCBlnPKHgqDZycfCkIOFJyorxkufHaiK0UVjbcGH8UQDm3Yap5ncqwKRqfbzXj65lit2HedzOF+DpqDVRCz+LGKAe4DU/CCEcbsnLTsOEImKcWF243V/J6XDqGHa/sHdAPbJVT4DYsqIUXiDlJnT0d/NViBamIeaXgNS8brqBRH0DF03Yf+mBp56SqQlS2ndb1CF47228VIJjPRoYPrgXkKp4jx8V2V2ONGnJ10ts9fR8I666fY7AbzvisvCb0H/E1r2VzQItsOBVYxr4M/sXt335ONpzq88rNFtF0GwbgWiW54y2y4cFYrtyCGwGlqIDeT5i9o8SJQRPaEAlat2zYZOLTm7DIsCma/AULCBvHtbUrImIH2yC1moxRouNqrRKZ+VCiGG7SyeSCGUcMkA3nal5j19222k9isL3bsEzKO5vMq4BkQXs1gWwY4PJlO54qrHklM4sgKdJhVIVow1XHku8J4YLvgk29V3BMwLzS96mZdH2WzHwkRw+SOqEiwTMnbNOYuR870cPQK3xfiWxYu3swvfnMB3+1WKGKZcPURzWGXEEKjd0c9YURnMIhgaqSqLWAVrUvhXDM6/GVywyBUuPIhmWh4qL3sSm5x/q8TpUw3+wUVkKZ+zSW+k8M7YLQlGyYEmKhIz33yjD/ZOtnH8OmRDugVLkJzfGNmmOdVy/QeZJJ+ZQTPDun1uazuH0FfX5Kitk/5QzJ2euK5cotuBFQWhtXSBa8zjW5l8JtEPv2eW3ZxDi4mtdE8JpkXrmZUTvzqoMMasHiPGHw6gJOrVlLGbOR861cmuxnbLxU3GM0li+lal6DWpgOMyXLYJtjMtlwYqPfrJexBknZ3+8PlQqiq7DmlRs2UZDhDCo6mVf7etcHb8aa14L5QGmd3ByNNBB3DjOe6ZlXxVunpO7NWIJI3yPbzOVqsLsQyoZJ4l9g2FQifbV19cK6oMebT+M+j+T3qMQK0gav2jKvVYZ5pXun3k5jxNOGtn7DVSVRQwKq9hLF6nq5Dbt7cE/Z8GRgz8XKyrhh5ehjg1rlyPWJSyLNoSwT1NqGezVwxGtRoNwQcMxkT7WJM4BSzedaiHD/AvgkqIqC186Sq4xsODVO/mwpN7942TDgg+fYqX9BfyzB64IbAaW4YVObU93h4PaHvWVd3a6koqVVDmfI3OQfuA3n3VhJNtSojWsbi57ObdhvoLWvQ437pKY22zJeRFG0sYnlrjm3xHiTLjMslWbHUyz4NrLhsGY3Duy0iGTDUzCvqZY9VVhT7CWbTEbFJHTp44bJgzFYlVK0G5KFMK7lahLm1WXhA+n69LJhRN+RTMmGXV0sbT5ZzSu1fegdRPA+rxS8lj1znbJhMPZfJGTDLUxvwLzazSbVkDY/gg1ed9MEJe3Ib/RXlYCChK53zmFViMptxq8DdEdCrOgYkJiKidYsuPbuzxMyr6gh16zmdYY6bB/8pZlXtya4NcIHqTraiwW+JJ0nTu9JtM4wr9Q6KtEqpyt4TbsNd7XKCedvHbUKojlzcRsejuXKLbgRUGxidBPGsQWvWgd/lsJMkh0vIsY1OVnyWo3mppkkN6mWAl6eRzWj3YuzMbyZuOZVqSBIDZrRJ+tOrfGS7hk4JBxiY9lTWK9KY8oEP860RwfMqzE2jGsTo5pX2phSELIaP8AyC3Z0HSlI5k6SEVvc1dfOSU5VzLzOYNjU1goqglJ2Hpli01GF45ijVQ4EGjWvSMiGnZEWJUb4RrVLEp49tw+c3dxS1CpHmv7NbYfWXhGScgv1rXSa51NynZANZwyb7L1fH0I2DJWVWFZSeNlw4D5+fZhX3ZKAKMaUhk1Bn1f7TE10n2y3W6yEgqhYzesMyjIqG9LcOZzBrYuROsclXpgKLrX3yJ84nSznXSUCuFY5sUKiQ6acMXxLrfNBzWtkOOgUb9SCa2mVszeWK7fgRkBpGDnmEbsNu+C1t2y4KZNpgFo9ZFrl8ElXRptmWbVt7k3wKjKLSXq8MwSv8MGfdsErjY0WUC4bDoOnYvlSyrCpIRvmrC8FnjkGkmTPvmbXBAUp595E5ldrz4hO1eeVBeJKM2MoJst2smFbL6RURzAqwuSB6qoNHhGyr2xY6EnGJeNEyGzMa0steNRmipIKfKOqc/djF4La1fLvO5aYJ1/jAjtb8xq/IKNeAAAlV1jBbnIVyYZzbsOW0TmQbDg3769ysmGRNta5ihBOzTE8STeljJrP9U75lKjRHAP11jL/rM/rPLJhO0fl5qlInROsEWwvBsu89jZKjD4jMZ5x0s/LjCPmtUM2TCqPJqGQel/IvAYMsPQGamYci2x4XyzB64IbAa3YxNiDJZwTFLT2dhvuyh4CEKe3zZ8ntxO/zMtdAL6BzciGWQa1ZMEUE7UaMQf3gYgP/sgNMWQMgwWXxo9+bsOcKQV8Jjp6EetnmWZNG+OwizmNk7s5+k1RVNcjbJ9XRUHlRH1eWSCuIVC55IaXTnM2Hlp7Y41cqxxaiiKGbw43RimErYkurXktrIfuPxDzZ1w7PCHC+yqhCohKLDib4/v6DmTJBZNs9jiGv6/y3xcxr0LmmFef2GocX65RwcwfxLyuTrqY1wMEr7ql5lUK1FpCq9rLhqVnoq8D1JEzr5wZFkJCaTGZ23C925hTrda9lCT7wtdd5/q80lpFwTtbXwFm1GekuWYKLEkahzJkf7q0J4GTLcfMd5evgE3ANgmFdJI6x7yS50i9Nd+T7/O6hGBDsVy5BTcCTjYsJXPPPTbZsP2zt9twQZ/Xt74et/43P4Lq67418dtY7oLy4BVhBrWEeZUtm6694YjX0LApbvGidMi6SLaImsP0ky8pZkSRZF6jAEHmvi9eA8TZR8HHn9vo2+9R11CQqPoyYQWImVcN0WQuKXBw10/5Gp8O2bAzLZvTsEnYz1VQRkCy4Sky5nGf13mYV1ar5txREzWv9toENWOsJy8wgOm3Ji9aawitrRlYyfsKgldXmpBpldMidXZtLdQW2rqCrjJuw8LV0s1f89qW3AiYV5INy1WjLdqVRqMP9oBDcMOykeFblpl7jL6PSc6VZF5nkA07+a9/loNx0Xq3avZ5BVsjgu4AJd+n9OtkeD67BYiea8e8xjWvXXsnmTFs6qh5bciXrfKttsmwTuPGBZ1YrtyCGwFXq2azoEBZoDUnKGjtmzF1jn8dWH30W5LBALWTAKJ+uHT8SDoYnpsyl31qXutpmCsg2Ng2glfGFOVs7rVW3om0JAMs43spFZinJL85+SxdR16zm247EwcLjnnVCgoiawq1H8JxqIB5DQN/dx2UKpYNuyCp0eZoOkgpTOBUwrzWytRbThBUxtL7Ofq8mhOG92Zg9BW3yuHPtzNxGvhdkROwPVZ58ErJxxbZsKvFk8lNdVvgo6XZaKonX8Xb7/86nqhbqNY5t2EbvO7mZ17bXK8rKWywtHMbdllVENeo5hUjyIazLrljIEqQ1JAQk8mGL825qrVnMyc6FwfJ8/2aFz9n9ho4w6IwMSfYetePSU/vSZRzG46Y15xsWOfrxmksqfkjPTdzg0Kzh6A5nZhfZZMMlJydorTnpmC5cgtuBExQpsxk2dIj7JCgCbJvn1ehiUEZiJTbMJuYY0YogKtvLGNeSU4zlWzYj1V78yVhghNf65Xq0eaDUCf3KlhY4ix3SjZst9FsXJ5pbB6PMa/BYs5Mn3L1MsywSUEEDNpYMCwyZ1hFw7CJstL8u+hiSdx1RBgkzWHYJAXKg1fXXH6KPq+Ra3MyETIuwnY1zcRK7MweMBd7y4aNnF4p7dj6svd1lygQ8yqs23BT9UeS/ATzalmS81/4cVT1BX7y+f8Sqyp931KgH7uYzoE2w6ZVJaG0hIj6vF4v5nUEt+Epr4czQLPqnCmZ151nXmMV0VRwKi2wPu/xHBo738f9XLnHQ4epHwedTyWZ14RsmJJMCcOmtgShsAnhpttwyrCJM6/hZ/Hnt8HrYti0N5Yrt+BGQJPRivQ1r0dn2ORqXvsyr3syNGyxSE3+Ukqz+Usyr3YDVZjt1TaJMBmjxjfbjBGyIbMbRBy8CiZDcot+L9dD+txpF0JE587KYTnzypnjQDZMdUTN80iYQFFpOYniVEcssgZQNWqsIjMO1vYnt1jHLVm8O/H0hhZCCFOPVsS8ThdU+3tCsz+nlg2z/ydqqRvfC98s0j3fZUKWA3MCpjrporcVyCJ5r2GB5lzf2opJUluTHf7DJ/8ivly/jVXmvnXB6wGY1zbDJikFatgaS3Ifr1bI1iZeRYxi6jZl8BrOeXMEr6JirXKmlg0zx27ub5B6jTesSrsNG1+E8lKRXCkT7yoRvL5KM6+pvUB0omTZQVpuzEiAaA8hViQbpuB1kQ3vi+XKLbgRCFvlhAzHscC7Dfd7X1sGvvQIkm1gZYLxCWS3wTvDRahrwayVQiUmMrwBguC1adjUEryyTXqvHqOxYVMi4AjPbetEc18XY5V0kLnnpk/prG0sG56kXpQH0dBQWvg+qTSuxsZEecfTHGMZtcpxSZAZal6lFGEtbwtqZyQ1QVAtQwZb6mnkySG8kZlISbujRF/wfEdy4751wJrMUDS8Q3XRkNOsS/AScjR3tXjRuVvq616cvYOvqrdw+3t/GE9PPwoAqLLMa47RmR5dpnIKFaA98yqrKmCHrj7GMGyaLph39Z4zyIY11Vxzw6bJDSnp+eMMangt3TWoEjWvwte8qqjMpxMsyRueL90qJ2fY1Gl2Kc1anXIbbiQWhXCJslg55Grjt9Qqh2TDi9vwUCzB64IbAaWaE2ZvW9+JoVxsNTfz6u3gVUZ2k9vcx5b3XQmBWmlUE8qGg75xbjGsArmrsIxh9EYAtPCUM6/eaKjFITaSZbcGlixYCILvZLsd2XivN2yaJuhJBuJRTbTrgZfIqnfKhu3mjlQIc2SmBSwrUpDMcpufCZlXfi9NbtjEVAGkTAiueTQmvvmjDZq7H3uOVVhW1MiGy5nXkkSZd5Ynw6ZoU92yUX5566P4R+ffj+qdT2KzM58xZ35Gm9LD9Hltvz+UkGauC2TD15B53WOOmKdVDjGv1YTBq3Gx5YZNUxlRObBnKFtaZMdQrZpuwxoi8IxQLQmlGCIbLKeTOi54VmGSqWvvJOzzEsuGk8k2qo8FC3ZdzatVc9jvSWcS0AvKsVy5BTcCxLyadgFlgdbccLLhvjWv+25ymXyP6lhEgj1EMuQjGWxZnY0xzlLTMFdgAYDSrO5ERJsUbYIV/j5aRLhct2AzLViwCZjAuPFdiFhqK/JfF5Mh8+A7qHnN1Bi6RvFK7VcD3YrQsIla5Zg2ELQxsednz1m5YZN9BiaU5zZPTYZN3c/dlM3lZSSFS/UrHBtBMiIhZfObS3IWzte8DnMbVnbDOSR4zQcCko7nDFfC37v3Jh7EdSVRW9n6f/zSE/yBB3ezgTnJhvWBDJva7g8nU42Y18kMiubGKK1yJgzmowScSSaMH7zuaoXnz8/Nuap145mdDiQbFp69zBijedmwT3AiqHmtWxNKDUTlDO50Ot0qR7o+qynZcMv5pK15TTCvDT8CliiLP4tYWxM4qk1emNe9sQSvC24ETA8xDYgq4RB7HKAJ0pSXlo9t702um3ThalLjiVkxeWEIYjjKFsydStekjAa+sWWb8bDFi25uVyh4Qs/am8TnbrTKYQGfsOcuqXn1bpUiYG+N6VPCTVhUdmPao+1IT4S1tySBNsGfY+5o85BwfhZV+nuPA7e5DS205V+7oLrkz3sg7s8ogMmZV8RJHR2yjDHD0eY23Pu7soGlshNPsTlViWyYzUukKuFoS6ZUlcS2Vnjy4hK/8+Wn+I4/9CB7HmoBotT8wWvSNIaBgiXNNsriOsmGj7zPa5xkVJCZNXQ//P77LyAVa5XT0tpuVHDmldabDPMqEoZNCMqNQqVRFyTJ+KM9nGmB15xLcjWvXbJhQXNUg3lViJPbtM4bf8Lws8jKtNrSkWxYVEvwOhRL8LrgRoBqIQSzZz9W5hXoa9rUUbfRCQEpGPMq0Ng0K4hkQG0YE//6ruBVKW1rXieatFkAELfKEa5mtMnySBaE0sJStJmO+pMm69CCwFOZwLNDPmsYYM8OBcyxlT3H7DidR6i6wSyPhbh2WEGgknZkWUmY6t5oivA6zt3EXUG4ms/W11HmfopxpeqnJ5cNN5MRweYxSs4Ezzf9PWoJUozAsKlPzWuhYZOQEFLYutpy2fCqEtAa+PX/+D40gP+8LXglOeJuftmwtOtZDtrKVGkeqaoVdL7D9NVDrnyiF2Y0bJqIef3Cu8+wFiQNn595BUSLYZPvMcx/71vleHVOH5f/LuY1fi68I34zeG1VWGUNm9Dcc/EShdht2PaJdm7DTq1ybZ7G2ZFuXrZgwTWDUhqVdbl1rpgzNPHuA6U1vq56jAu9hlJAhqRqQOr2TUwnqPZMI1vzigzzauQ/sjghUNeWeZ1MLsMMm1jdCWdec3WpQBj0lmzGfbDpzYramFftZNbZA7rxK76YB9JjqpuN31uZHqR96gd7gwc7VjYsha0ZZewyl+cr5dyDZeaa+uuowz9nkA0D5cxrn3ujL+JN5yzBa5SMiO9NESVnwlY55DZMpiwDZMOC17yWTnglwas5nshsPtt6067t5/g3v/kePvrWbXzs/p38UA7IvArRVMhwaFvz6mTDqxVIqn0t4Ezd9qh5ndSwKawF1xPVvP7Ou09x78w+tKt18Vq8N1iNKvd+CGasLPNqr33AvIZ1om2I/QH46YQ7g4fMuQ2XMK8ipfJImz4acyem6rPzi7Ruw3pna5OdpHxhXodiYV4X3AhQUCZkFcgZjwlKAf+nO/8dvu/Wv+9Z97qvbDiseU3JenN9MF2w5lrNtC/Otaaa12mmnqBPauD416zVDN7HpFZd5kIBGlLPrppX7aS2rcdTyi1wUkijsHKbLJU+hv0OpJ6YeWUyU60BKZrMK5eEKVV7KXYuwImMr9TMhhalbsNTyoZj6bQUGtMv0ZEqIGJe440w3yy6vw9kwLjkvtP1M3hfu2w4mMPY3MbhZcPNc1b2Hv2drzzDf/6HHrQmBivalB7EbRhouz+UsMFS7DYs0LgeVxEu6XKksmGdYF7lBHuOL7z7DB993dyHqNZujp06eHXFN6xsqCkbztS80hoh/Vh1D5d/rlAKTkf7i4Zs2J4/2p/IhPw3fIGda6LPZVRceeZVRTX1ck3zRNjnVS6y4cFYgtcFNwJKa8NKCdmoLTsWKK1xKnY4EbtesuH9DZuEreugzGVTStNq2BRlUNtAsuGpjHj4ZttnviWU4MF3gplkhkF9MsAy2tw79+Xw4KzmtcywSWkN3i5GixLm1UqU9G7SmtfAbdhm3XmfVEE103RtauXrjzNycfq5Z/jmlg3LomSW+04mGBd37OSqgWnhn2udaOPkndlTsmH/PqUHtGaijWFdu+eibMjtm/OgLZrItMppkbGvWVucNskwYKS4AJpGMDNAphJlDJqCJd7nlYL5uQY5JY7dsClK6mgxPvP64nyL9x+f45175j40smGSyE78LbvyGu5v0JA4APDy+iDBKQSrleUGiyXlOuk9nAspo+fCPacp5rUlDKJ1yfUdp5/rxJ6LqTxi1r2qVthpCUR9XnNKpAXdWK7cghsBz5iUmwvNDWXNjNLudnmk3PV6gTKGrP6s4WTL5YX8rbHxQsfiXNcK1ZSyYb6oBYFGO/Mqg6C3j+thSoKeyMi6a9feKscnAWq/+ZASAhJerqugE8ECLbRC1eXmN30h/DgEGUchZC7pnuAyWMeS5VqOSL+JAaZ19U1BZ2TxMeZgXjU5pwGTB686YQQW3FcyDBRDwybfKkfZO7QXaGOoavRSj3TM30pZJ167qRZobnLbal6Jeb3/+hm+8SP3Woci1zk54vTo6vOqRWUSSXwezDDRVxHued2z5nUy9+WoFlxhfOb1C+8+AwDct8ErqrVT5Ex/T9J1M+urPWn0EpINr4L3uIR7QmnUyygxUfOabpWTq3lF6xybqx9OmmS6RJlmyVrzmkoK7FA5hYbvf7uEYEOxXLkFNwLcAMbJLY9sASfJS4Wmu10b9ncb9hlDRcdLGDZlZcMs89rFvNauVc5E5fZBqxm/GOq4JjMOMFnw1Mf1sOkQm3AhZAGCdm7D2SOaP1irH+rzKnmQkWBeNdXX6N1+90MHYvmysDXFvFbTBM9eNuylsO01ry77nmkHNBVKZcNTMsJeus4MP2ZoleNduJty9KbbMJsDor7JvZlX4Z8dYVn8ord1BK9eNmzcdaVozqdtz/jKMq9//A+2S4YBzugcplVOe/AqIbV/9iB8q5wjy9sOxP7M66R9byPZsJYVBMYNKL/w7lMIAbx52waQsmJz0zzMq6l5bWdeYymzueZ+L5ZqL9MGt44kal5NV4koOb1Ky4a7WnS5766O35cqczDrvNKspIGC10pgqyuA+vEubsN7YwleF9wM8MkkYhOOBdTORwjVX/GzB0MjnHGKkStK0Qwacpt7WoR8zWv7NQ367U4AwRdDtmkLazWbC1YgNx7Qb67dIdZvkIRlTfM1rySf5ZnomDnO1LwKCl7rCWXDEt612SzgQiC4vjKuZ+K9czOLdWyipmc2tDAurCWGTSZImSZ4ZexFn7rrvU4atnFqJEXiQJFv/pjbcKsUPntqql2t+yXgmNw4BaU1TLsMrgiJN7l51u7OmalP+xN/+J3Oofia18Mwr20Bv5GpesMmWBO168K8Dna55hBTMq82Ycdkw1Mwrx+/fweVrk29qxBuzpzNbTioeW3o842ag+bxeJ0cuu5GRnL+dMS8hutGzrCps+QqqyhrllZ540v/fNEct5ISOy0bzGu1GDYNxhK8LrgR8Mxr1ZAoHguUBqoBzGtX7VMneL2nTk/oQasZfm5b+9HHbbgSajrZsPALt+8/KWytJqtLjYNX2sQqtrHrw7wGbsNNOVFnvap7qTeICAw/hHDyR9eKprF2+prXyWTDXD7ughbb55WN2QS1zfrdbNAebX6cbHjymk+DnLKg8Trt55HREWzwRjCjKUJTTs+vuYyUBcHzzVhyhUTf4S6wftu96vZjZ+oISpl5NEhUxsxri/z72z75Fv7OX/wT+OaPvd45lMrV8h2mVU77xrsya4OT7FeByuaqw8uG93gWJzVsssk8CrSEHNXpWWmN3/3qM3zyY68D9RawiRSvLJs4eOUJttw5I1WG0D5Bzl2Kec1rmeKJZMDh+ZROPxc5wybqlpA/T3r+SNW8kspDazYu+/71SmKLynxP4LLhJXgdiiV4XXAj4BgTHmgdmXaKWEnZMzNuptD9ZMMAnMlRqmaEy24R/Uaza9qlR6ttXe9UcplA5hhIT70xDY059T6eAS5rlePfB3uWJukpWXa/GSCEx2PX0V3vKLOtM3WzJFGaUDasvcWGC6KlYMw8dwBlkivPpKbHJaPr6BMPc9a8lsiGqZ/iBDWvfAN4iJpXqCZjHzkg8znTsRhaJ2uwOyH8/dHHsKkrUWbuSjuHRfeVHzt95uY5KynxjR9tr3V1Y6l8nfmcyM3TwWtkBYkaQtfGbd/Og1IA9ZGtfUPggtcjdRtOGTaNGby+9+gVXl7s8MmPvQbUW4jKBK9xW5rJwOYo0ca8ImZem4wtr3kt6/PazrzGa/eqqgJTQXcYdPSXzqj00u32mMdDVPZyspbY6Yq1yiFWfp7k7HXEErwuuBHQnHmdqw9aTxjZsIKEQt235nUv5pVPuunMZa4PplmMo0WoBcrWvOZcZ/cGY0J9L0cRBifJmld/TyieUe5AsuY1DvwD5rVjk86klIrJ/fz3q7LHoGsq+/TM7AvBkgDa17y6jYF7prhhUx08f8nDxgxfx+vHhhayaLPnal4nYESDTSe7jlNCQwb3ZmNMcfCXqHnt7F2cgWDPnK+TLnqjGUrObViFbsNmqPEmd4TAB3lGZ2qYtQLt4yemTyvfOqvQm+DYoSh4B/ZM8ExX8+qUPoFseLz7hMyaPvmx10wLFgpeXenJxN8xf4ZkOkkEaHvvpUsigppXao+2R82ryqg4pFUHNZ/TdvWC82JI1Lw2nj0313i1gw9eK8u87vxrsDCv+2AJXhfcCHAmJ5slPDAc8yr07K1yAGMH399t2L6/WDZcm5raqRi1wACC6k7CmlfzOZqLG70vXnjaTxfKpdz1iMYkBJyLbKtBRMU2lyQ7Y9cXbcfghk0TMXYaTPrGah3d/cFrCWnhVzEL3oSINiNxj8SpEdZEt7xO5+Wm+yJUDczDvNob05037g8ct8AKnm9X82plw73HSokaZTf6hcwr3ROZOlNv2iJdQieudWuree0FxyjNHbwWBN+yMvJpxWrgaZ4b2ThobrgEBbCXbFgI6fweRkeCea1GZF4///tPcHpS4WNv3wmYVxn5B0wFzRNsLa1ySDastE18uteIQNnRp0WdyNW8KvLsiNZ3KVBDNloVdTGvsoV5bcxXLIEflx6dripj2KS2NFDz6yV4HYyJLD8XLDguaFaDEBijHBGoVkv2rHntko91H4AxZFpma17Thk2WfSs0bKpt5nGqSVuyBQQu0BCWWfPS3VgeKYJF1DO23ScMe+rlal7NsbuDV2c0oVS4webBnU7IO+EDjRWmbJXjzyvg5cuuZpQMlyCCgNRnmjPBa1yH7mRV8wWvfZjXKTLmXlrHZcNz1ryqRvguItkwZy4C2fAg5tUHln2YV14XngKxcjqQDadrXveW7bnnf2bZMHN6zUJWEACErt2cVNqP+9hBKiUAe659jJkf+VHzpST2wHJ/2fDui/8Ol7/6/8Wzb/k+/Pef2+A7/ycfhZQCepdiXueRDfM+7+maV0qYWDY6ITc2HhXU17zgi5BpabTOOFBLCdRaNJJYXY7d3m04IRtOJKmB0K/C1byuJXaoIGofvCoNnMy0vl1HLFduwY2AM9ThfV6PLHjVSqES1Oe1/H0ylQXsAbcZhLGrT8nRjPQ1ISsELMNBr28fuOuTWU2UN2PyJR0EAOEmPZ811dH7uk4X17wmWHB3HIVOa36w4wWOhT64y2aLiXlFXVw/2B8p12PamLB6Jvh7QtV1p0zTS/lJNtxjIzMCSltmTMm8SsYm+Os1PfPqFAmJxIuMgj8+Z+p9mVeW8OpT+uDN1fKy4QrKPDeuhjzDvO57fxXW+o8Nb2jWJhs292iltk3Z8AHckccEqZTa/ANKQAkTNQVzTvM3qWlGCF7rD74I9fhd3P3Vn8RffO2/w//+O7/O/oIZNsUJp6lQZNikobT9/JBOfWTeJ4P3eYfeHoqnRgus9NptZMMSovGcts/5TrmRYl6jc/AShbgVlxQCNVaA8m7DeojJ3QKHJXhdcCPA3Yb95H5c2WdiEiroXpnxVF+zPgiynxm5YivzGrh6dtS87szkLSd2GzauwV56amStPsDMug0H/eb617ymEwk9mNdEexnBavfIiKoteF3paZlXH+Rxt2EJwEuutfCSMM0Y2dz33qh5pes5UxN3fn+0vo45WI8NmpdCdmLazx/IpbVubuVihoMFgSpgXvtPQTxh4VpuFb2xnVnyjun+uYnLMLoMxEohhECdMIKZGkVtRWwvbal3TdnwFTdsItnwvkk6F3DUE+wF3D1BiYMRZMPKJCb/5as/im9f/S7Ef/3/wO5r/yk0bOpI7owGHmxmktfUA5p+I6KaVz4HuPW617ob17ymywGEMLLhWN7fpVqjxINKtdhpDsqOyfdW5oG4EhUkyYZVpt3dgmIsweuCGwFnTc6beB8b80qsZI+a1z4sYRZsQ5OrpcrVBEro0MG545qqCd1agUhSyII/HQddicwsYBdRCrRKMsDR5j5t5MAlvx01r5zJZTVTmme2M8dwhk2iR8/MvhC8Z60J1KUQ1kQylEsJHoi7Gp/0Z483XLMbNpXWvNpNjJxAOSAEbCCkvVJkRuY1MPahX8dybjYvceZ1iNuwYCyg0KqHYROTeibgWDlRuc1nYyM/IrOvIA8YvHYnwqTeQtHnlKwO/QrDGwuOw5w3+3iOgSgRLPcPXl++ukStBd7/hv8Vbn///x1YneD8X/w/UX/4+042TAm/uQybTG/ZXMDs1yKX4GSqh2B+cWtH9zwiRTQv0dlaAmCVCF5lR7mCZ3hTsuF0eZBhXmnt9uNQcgVhmVdSq1QL8zoYS/C64EbA9/XL10EdGrUdYwVVbtg0hryQt8rJMEs6s0EjqWFpzauyNa9TuewJblYRmP6Ehk1NhonVZ/aQFDblS035ow4W2sS5g3H4YDhwX2SGGDnZMGeRpmJewyBPQwlv2BQYDYE7vXIJdIZ5jTYjsxs2lboNT1iLK4Rw17FPr+H9IKPnIlIkxC7inHl10lNtZcN9T+1ZjaQBSgZ+TOmAQ2ljeieklw3H9bGKs0Z7wsgR5655Nedrfc4t81qpnUtK+OTY1ZYNU8u1vee5KZloW9coWPBq+oAOP9fXPnyBGhL/x+/+g1g9+ATu/O/+Dlbf8O3A9rzJvB6i5jVe3bT3l/Cmfqwchu09lAv4CvYGubreFkVCSjbcNe/knJvThk02cc79Kth6p8QKUofB60K8Dsdi2LTgRiDYDGeK/Q8Nx+pAlyt+xmRe63zglmOmDNOI4mvqmNeJGDURBOJ+g2o2OVTb16x55cFTn8Ah3igQE50aE7Tu7GcZtPZwfe8iZrtDNmwH1jn2QRDCuXwama0MDZu4JEyywKEj6BPCHpXchg9g2FTUMoOSOxP1eVXWBsv1u51aNsxbHyXl9G01ryQb9i2T+sCzNcxgqeR9lX+eUtCWlau53D5mGkfsI3wI5rXIbdjeo5XeeiVGB2t9VaCUhtizXAZAEHCMjjgZJJi518ByCK1qKC3w9t0Tc8jTOzj7X/9fsf2P/xry9Y8CyLeRGR1BzWuaeeXrnRbCelH49wUlXL1kwxnmtUWRUCeeU5F5rT9POlGWrnlNlPywjJ6Wa1Saal4H9sZe4LAErwtuBvhmRdpt6rEt4LRhh8KudGwjMK8BuxKYBLHTiGarHK19r0GJsk2RmlB2CSBgKEP2Lhx/LKvlNTS81rT7dKFEK2XYFLbT6dEU3cmGq4ZsOOk2LHmWd7rg1YzPs8iuVQ548OrblIAlRXLBghBhkDS/27AsrHkll9ppki+OeVXp53B8CH8nJZIiDRdRHrzWvOZ1gNuwa6VkelsXH4C9LwXqJW1kicSc5Ayb9r++CqLRgmNqmN647XOUIOZVc+a1nbW+KqDveH/mla7HFDWv0Vxv70W126GyLGlvKCPt5/OCEAInf/h/7v/t+kVPLRumJG8VlOtU0Wu827BJELq2WyLqw5ypV00hV6bkZcMp5rX5nIqOeUdKa7GVlA2L+MV2EHwfxdRQcoWq9gm/uERjQT8sV2/BjQCvocvauh8YbmPcp8/rGPJCxpC11bymJEHutW7ibt8UOcOmyWpeeSDus5+85tXU13Uzr0UZ4OheSmVkNQuoodtdVWUQpLKaokg2nJI6hQv2VFO7/7xGZipNzWssG44Nm4iZzjAOPkiNGL6Zal5DI6o8pm4uT+yzd1uevuaVHFDTRmYRw6EUdjqU4gpNsuFhNa/QddqlO/c+xwbn+rzaZ0RW/pgNV9LxaqoPWfPaNkdREGP6PhPzSt/dkSVue6LW1Of1iGteo+CVvo96t8e5dJ1MXAaYaX8TJIAqtu4GUEHwCq29eaYQYZ9klwDuU/MaBa+JWlM/kmaC0ryqTXpP7bxY4ltrmziKz8FqXnUiEK/WqLAz+wu1v9nYTccSvC64GaDNM6vPOLaa11A2XGjYNILxCJfW5Q0PUm6sTCJaWEc8peGNGQobB6uz5LLQVPAXNCOnjUxJBjiSVSZlSMyEqUs27BfLiK2MgtrkBoZvxKeqeW3U7xrGTbng1Sc/JKuD9p8l5zacrnmdzJU6gmmVU8C8TtgqB4CrC8u1fBgfZquoMy7Wjj13hk0KO8ut6Ho/2TA3D0r2R869jTmKp6C0d2APpOsMbQxNXygh52deC1gqukcrvfPf64Fa+4wNPXrN6xR7geh5st9HTb0+B0Do2shfW1+UltSODsYuBv4GfCgx8xrJhvl6HbQz7IA3SoyTUvn9kAlem/Lf1mSyTCQ33DnTKhXF1Fs8oaflyrxD1QAya/iCYizB64IbATcxVlWD5TkW0GZQ9jBs0pmJtA/COtH0pi7ZB5OztLSYdGyKqNn3VG7DQe0t3+Dx8SeMaSRjNvtINv3m3te8Nr+LWDbcsuHkG49UK4IW5pVLbKdslWNOYAJx2oAoLQAmG9ZCIGhpohRqnTf1ia+jlw3Ps8A7M5EuTM68WtlwD9OwveDu8bQqIHC/BkzwSn0b3bPeYUKWO7Wrea37Ocdm2mQQqI2KeeYzLNSILY8OUvNadzPz1Et7pXe+jGDKGs8ZUSu9d4s4yz0HNQABAABJREFUAEw2PH7yoWEMaGXcpD4aBFWQ5Jm55rW124BWUMIHr4B2ewBABjWvfRJ2OUfltu4LOhG8ds073DHfI+1HEBoUJuZv24cX9da1ylkwHEvwuuBGwMvEuD37cS3gNPFXPWTDaoyWDzx4Tcld4Bee8Ic+cJYivZjE0LbPWTWx23DQNy52G05kW4UUhsjpGThwxlBbl9NG4MgWaGovkwU3iOD3bBDUHo55dZIuy7zmnSR5q5zaJQxywaj/3lTwp5irz2sqOZN6nWOEpxkXJQHcfDXxBkdHSZF4YyxltBHmzGtg2NT/evA6867as+B9bpOYkQ1DW+M0X4vXkA27jff+81BpvfSY8Bv9/PgpeK2wg7bfWXozfvXg65r3+/5KFUNDoGPZMKkA6uHBqyiQDc9WFkXXTDI1Wx2f0693TlXCVA/J9bqPy382KZVgXkWVkA23J0BkKlGWM4VK1byy9U7aOmddb9Fg5Rf0xhK8LrgZcJvhqtGb82hATrw93IZHMXbh8k63KQqPR5Kf6OTmDxaodA1c1cRcTSUbZjIfu4BIKcwY3fibASS1KTEBPC08BRlgtlHw7TeiYzeY1+7jmboZ7zaMxmKdqHmdo1UO+7w8ENeiyRj6jbL5uWqRlgoW4ANgm5CZal7JcKoLTvY+tWETJZGmr3k1J7bMa+PXoQRRKM68csOmIaf29ZdGbl/KvHbIhhUxKqzuOv5u9XjX9yCGTQV9gGmOXetto+Z1n3YtxwDfy3cc5lU1gq79IaIkI81lvsXUABQa/SjbL3pS8CSv9M8yB78G5innvhoiZIk7TP2C42baAbnygMR9oRJ7mK7gNS1PzrC7LBHi9gJs/RKVcYhGvYVQTd+NBf2wBK8LbgR8641q0mzrXtD9+7xqLt0diMDxj/cW5edJMVN8oeiQ8rm3kDR6NVHw6vq88vpLyzpw5rURvPrAARnpdNv5NDfZiQNLxnaQyVEWfLPN6rQD2XDCcMqMRfJ/dI59EJjMlF/HptuwCJg1kknlZcNHUPNa8sw546kpg1eeCJl6iWbJCDQZVCGleZTcteHMK5cN78G81nWv+sWsRJFGqJTt81plmUa+HuyLMDE2D0rUIa7mFbW7tp6JvtrBa23rpPee5yZ1X46Z17EMmwqCVzuPTIrEXN+8r/zc4JlXxthy2XCPpHEj2emGlF+7DfOaannTFrwm7o/MOsHd05FQzoi1lQ3vtoDWi9vwnliu3oIbgcAk4EiZ12GGTflMYylIOqeVbxSeMgJpBq8+A5mV8TTGO4LMuQXcjMvLhk2G17sNp2v7tHtfmn1Ono9lZnXu2sXtZVrdhn3tcLCY0+cCsbep4HV62TAPosEW/qbbMGtcr2ozcp13pG1k0jvciUfH0bgNhwmU6d2G6cT03WWSOvDfS1zz2mlClju1Y71q19qm6H0diTJe+iBE+yZ3jOurUGb2NSZKDJvkyroNC/jkQkeboasCX9d8vLLhhrcCmfHtJRsuY5vdPDIluPw3ro234HW/1FNap4JezrwWrbuZ57pFeuwSrPw4XY7VKYOzTOIoLu0JxgnPvKrdBotseH8sweuCmwEWNOUaXB8aQaucQhlTUbP6DviFp2aTfyQbTrAL/LW+n2JXzatduCdi1DzzWgcLiA6Ck+aCJVPMaw+3YTCzq+Z3QRvG2p67reaVJQH4Qsxq90SmxjDoKTcx86p1yCITYxi6DfsgR6t2R9rYAdwzYzPVvJYGICMydulx2F6Isxk2ceZVO3MVQtAGyb6uwbwOlQ2TjFIpiB7mOzLL8tgf13yuTwe6NOKSZ7wLB2FeCwynpPTqlph5vRayYaH3l31P6b6sFfhcT/davQ/LW8i8BgmnqcCSvPn1P2ZeuSmkT2Ya5VI+cR5jSM2rRljzahQaaJ93UvNHzhQqYPGb80tlmdd6u2kmNhb0xhK8LrgZcLWh0m88jy14ZeNRhTVUfXqSZsFqE3OS2dREy4M1HzSWyYYnq2UUfhGla2PqSH3wKhNZT+E26arXNeVuiSrH5riaYt2og2oMX7IgztXsMnkVVFL2DERs4GRBH5MvMxbZtSJi18B9FniTqax7cNzewX32ufq8SusU3QHXRmmacZHcr6SP5ygI3IbDzTb9WkH4eUE3a147pfC5U1e+3rCX23CHORyXDsZydIcxZcOQkIcKXluYR16a4ZJZ186wab95jtatuJXSGBDM0A4AY16HB6+5xGWMOWTDKvGcxZ+Nl7iYcevw+eTKJU3J++7PJ4V0BoscQe/ZeLwifE79Ot8ivafvjyvhcsosts7rRBAt14Z53W4uMdTkboHHcvUW3Ah4KRlrXH9s2Wc28ZfW4Lj+YyMwr+Buwwn2UEaZXB0EKqwtSuuALfM6kWGT5Kw6N/2JanabsmHPvIYuxe3g9Xdeihcfm9W8dtXYMLt9rRWUJtkzlySlpWPzyIb5s8OdJGUglzKyYdY+SbfXvPrxRrLh2ZjXMtlw0B5qEhhpXZt8f0zoOBmRTep45rUm5tUl2IYaNtG93q9VjpOS52TDrC1a4N4dvGa877G0R/CYKGHmuSmeZ17bA/+rAt4OaS9MaWAVsWv0fewnG1a+7VHbqWeQDQfS9YzCQQTXgHpY830DVxr1YV5hDRbTpUxJ5jV6Tv3eqR/z6v8ey4b9a1Py5coGr7vLTbH8e0EeS/C64GaAB3lzNfHuC862FsqGc+7AvcDrRDPuxVSvwsEly1mGIz4VLdzWNn5s8AXE1bgKEciGU+1qTK9SOHMh+8Pu8wV96jJsGe//lmFN/fFYPbZd+HkfPZJ3pmte2c9GaAGSHqD/npuGTTrYPIiKfW6tW92GG88kXcvZal4LAxBWTzkFfMuhfO3WmODPrdCp4NU89S481Rq1jqWWwyRwksuG+wQimYCUwBUQjsWJmcYRa6pTLTimRknNbsi8WtO662LYpMcJXn1icYq9QLjOUDKvnoF5Le5bvQ+S5nwp2bBdB0SUmGO+CLqnUaIrZ8gm1JvHUJCQmhMEtkSl7XyptkMZdjdMPNM66F/jglfHvC7B6z5YgtcFNwM8yMuYeBwamk2sqpR5rUdgXrmULMs6JhbDwCq/0ATL9nkVEwWvvGbUM6gVAGbYlOgpaQRNoaFEUeBAjEbAWseBIwuoE4FzcLjI9MGxlbxXbMbsQXA2ewbmVWh2HYUIrnmDjXefpSx49TWJc7kNFzKvE9eiarqOsxk2sRrmRDAghYBmbTeErlFDoNYiMmwacD2ovYbqJxsW6Ji/XRsZxrxmGZr9r29xvfSISMkSYwRlBPZ7LvUmOHYopa2j9DjMKyZwG260yqmi/shDjglV5GfgPAgmhE4kr2M5umClCK7mla2vMljvyuvQXTlDQzbcxrxWofpKFTCvScMmYohj2TArk0m0eludkGx4k13DF5RjCV4X3AxwxuRYZcNsgmw2+04jZ7DUB6FDb9qMINUqhy9ekrWMaT2Xmph55fXMTnpqZLdBq5yEU6CXDWcWp/QJ7V90NuDgrYhyrGlz/BFbGSzy5lPECGqFppKb8pY97LMox7yye4Iv/FoZt+HssOKa15kMi9zpS2teJw5ehyRQ9kHA6Odrwd14LDurINgmvNxsicP3NDatbYoNmzplw36u9zXpaeZ1FIWCmL/mtYSZr1Z+jiXm1atA5u1LOzaUQj+2PgdX8zqN2zC/pyl4VfvKhktrXidOqJDCQUrmIxIHr/AtYZK+CEK4nrTcJbwL3KMiHFS+/7EWIfNKDLBoCyJbmdc40cfXu6aCbXVyan5tDZtmW9uuKZart+BGIKwROlLZMA9eCw2bxqiN471KPfPalL5mg1fZ1uctOowNXqdiXjlz6STQsjKmKi549f/37wMLXnuYubBWC1mzCJccMC6EbbUu/rvwzKuJXb1UMtWPE/CbI37O0RHJhv15SO7qTTBi86l22XBUWzQX88jOXySzUyYIn8pISVFdWI92TXuho5ZaChoTPdeGTVKQfhOnI2Oa0lNX/J7uwbxmJYp2hLSBlZEskWFMQ6xD1Lwq1b3RD3pp07WdssZzRtRU87qnMiNs5zU2cjWv+8mGy56TGWtehXRjahpfsQBexE7qgjGonpHNqnMY+HodnK2DeeUJypJ2U8nnxZ0zUx6UKfsg5rXeXi7M6whYgtcFNwN8MmHOrccEng0vXeCcOckIsmGzMU9nFVM90rxBUb6fYgxZT23YxBYbHogHzKtKGDbZ37Ka16KNLTe7UpmFk222uYwq/QEog23aFrn2MoIfIx0AB+ZGEwWv/j6jSkjPvCJiXn09cO0C8VLZ8Fw1n/z8UuhsQOTR7hY9wkCCBMr0nz9m0vOKBMAyP1pCac+8dt7TGbhWOX3dhrtKFFjSCh3M6xj9enUpaz8iSu6PKigjsD1fmSPqVYbWxm143+djyj6vcf9jJ9neUzZcYtikxPTtm7jqK6eG4NeATP2US3AKtu72kw1L61HRCF7bjNiEgETdfG0r85pQlGUSi9yYMRVEry3zuttubaJwCb/2wXL1FtwMBEHZcda88om/eIEbg6Hh2cVcf83EBo2zF7l+io1T6WllwzKS3dbaB39hn9cmw+Qlm2npdBIsaM/WKbJ6oJRkORx/yIQpbe5W3p8xa9gUtMqZ2LBJ2fpdnlVnCQMI4Wu8GPOa3Ze4a+aD11rPmJkurYNX02bMyYQkmwgZG+y6p5ywybDJB6/aMq9if8MmxtZI6GIWVLLnKQXFEnq54MRvLscIXg9n2NRa8xoYNtFzeo2YVzGC9JIFHOMjZl73b5Ujexg2Tb6/ceU1VfY6Nk39WFJZSNZfnSWNe7gNN5NSZkypJKlhXvkeq7sEhBslsjeGvyNw1RSa+6j1qZUN7zaNxMaC/liC1wU3A1wicqQ1r0KlsoLtGKPlA6/JzMkVKbALfpaqb+xyG1Y7I0OcKLgSAoYVsiynMzwSvrJFaDSuV8Aw9akjZoyhqtMseGhm0VHzKnjw7ZlXn7U3x0glK7jMebKghzYpIDdnvzEBWK9bWflAXCkAjEVOH9j83zGvczdxb6+jJAhdF9WcDYV3bZ5JNh0kI9pqXhnzamXDjnnpkMJnT81cg6XQ0IX3rOxgXjWTDWdfy+vh94RhXmdeSwqcWVdrliC016G0vOPYQa1y9p7n3Bw1Tc1rwLySbHgmw6YiA7o9wJPXrn495TZMv7NrsGalTm5+6Zk0pvc1Spm0X38a440Mm1ydc9s95J4Xdp4s8xomzmmchBMbvOrdBkioXBb0w3L1FtwMcDljRnJycAxgXlWfQCuDILuYyyoK0WRe2SQucvK8CFLvXJ/IKeBkSNQn1QVMwm0wU8yllMLcDky+VNZjlMmGs7UwrCVIl9twUPNKrXIQsbfHU/PqN1KG2Q42NCxwEEpB67xs2D+Tyr1nzuDVBV9dCa2B9Z29xtHG4o+NgPFuVyQYqAbz2nVPZ09NNa91P4m04OqEFBhrnX3tmLLsAwSvJeY2Kdlw0oDmCkJZ2fC+xnQUcDRrNfdHvM5IZ9i0B/MKhRKTsVnchl1ZDvM3aHEbRqIkIqhd7VHzCiBIqvkf5vdDWkhUYOt0i7mT/wDNdUHD7yWDl0q/RiMRRJ+cnhiX9u02qXJZ0A97Pfn/4l/8C3zv934vvvu7vxs//dM/3fj9b/7mb+LP/tk/i0996lP4kR/5Eex2w13WFizYC1EtZ4pJPDj4BFlo2DSGayY3bMqaGAjZ2AC6AFtWLAPebdhUY5p6VwDeAILVZEpBNa/2NYlWOd44grsNd1/TwC0xc+14b8UulipwG0azzyvVvKYQBNsTMa8iCl4d8yqsYRNjhDhbrNEd9NER6fjT1pZGYK2IWlEo2xsKTUkAt5GbNr/c6B+cUiSwpAKvefXz1TCW3LOAO/pB4fu4CqEJN3fKyj9PcTLQuV9fUea1IPjmzCt9r3TNJ3HXnRFk2DRazetUhk1srpe5e7EHhD4+5hWsp3ej5pXLhq2xmZe8CwREQs869KRhE693j18vQhWG5u0Tc0gle7JdBfxr6TPKyr/mZCWxQwVVb4u/xwV5DL567733Hv7hP/yH+Kf/9J/i53/+5/HP//k/x2//9m8Hr/nhH/5h/O2//bfxr/7Vv4LWGj/zMz+z94AXLBiEVPB6bAs4D1iLDZtost5jEybD2kSguWnWSDCvvOaVBXFtqPQO9RjtKTLg8l+SQRrmUjpDHitQDd8HZr3v6n5LM8Dm/9SbNFvzqkOpbQqSvRaWOeZ9XsmZNbXwhbLhaRIEfAPAA3FXq8nkrpJlrctqfJir7czMa7K2KQWtoCbMmNM96KV1MzGvUTKC/1rBOzELNGteh27E/GZ+Rz8oG7JMb5QJQT1ozpBHm6d1FNfoyMV0Dji2uuX+qCrp6sYpaOWJtKsMRffrvuUnHc7V+yBWJIzhNixLZcNiBuaVGxuKdP/gcK2K3Ibt2uZZ4n51/hpo1prrFjbVJctqO9aCkqvAoND+LSfZj1RT8WvWK4mtrqB3m4V5HQGDg9df/uVfxp/6U38Kb7zxBm7fvo1PfepT+MVf/EX3+6985Su4uLjAH/tjfwwA8AM/8APB7xcsmBWRzGoOWU1vBMxr2WKabc/SA5LVQXEpUADR0eeVmMuOTZGcOHh1i6HttUZtTXwGPG7xYsDlS32dXl3z9Yzzc0m9qhs/ZwDZBlswl9CcYRPPWE/VyqXBvLp6pkg2LCvISrKsenddZJBQmpjhTJ7bnrcNYoZx8ZpXMeGzYk4QMvqtLtxAsuYVPm3TCzLaTJY+bz5Jk5MN8+A1zaj7koJeQ07iEMyrly7m749VJVDTvUo1r9fEsElZw6Z9a16D3pyjI2PYVKqqSsCohkqY1+Z6PTrYHBX6G3hQX2jAqnOgvaxf+JpXBCUnZd+p8R7IGLFViWOIkPlWPPjOIZHsUR3Mq1Y8ePWvWVWGeYXa2aB7YV73weD0/Pvvv48HDx64f7/zzjv4jd/4jezvHzx4gPfee6/XOd5+++7Q4c2GBw/uHXoICwqwsvKN+/dfQ3XrLj6EwKqSB/n+cudcs7ns7KQqGturr5ygBnDn7q3Bn+Xyg9vYALh1awWhjdTstTduB8erVsbsgP9MfXiKlwBu3znF/fv38B6A9br9mlZCQWE92XXfQOCJFlifSOxqs3y/8849nJyYz/Xg/l08hEa1Cq/vxeUO7wJYrwTkmZkW33zrTtE4P4RAVQm89toZtgBu3T4L3nfnrjFquHf3FE+gIWT+u5UnKzzWAidrCVlLaC1w//5d/I5dGO/dO8ULaMiqeYzV6RqP7d/PojGMhbMzcx3feP0MT6Eh7TMkbE30nTsneAq6J+7iEQTWawlIEyC2jemRvY4PHtzDqjLs3lzP58mp6cH39lu3Ud1uuX+l2RhONa7ftImg27fNeO7e2+977Hrvyan5Pt968xYeiuZ9tdnW+Ar7Xh5BQ5kmJVhX5vhfESZQ7DvOV6sNvgZgJc1G7+zWadEx3DOySp/z1i3z/L72+m28+dZdvAJwehK+9ktrCQWJ+2/fw4M3b/Uad4zVyRoSata15Gu3zPf2+uv5OericocvQAKosT45wYMH9/D8jTsAgFu32ufgY9/X3Lp9AgmNs7OyeyaHr712GwBw587J6J+5Ehpgz8Xm/B4uAZx2rJFteB8acrXqfP/vCsNqTvk9Xt5aYwPg3r0zl4g6OwvH9vs2wfDgwT18XlYANO7eMXPbndfMnuUxBNaVRHVigsu379/DW293j/uLEKhkuEacnZpn/4037uLteH08oTn+Fqpb96BeneEl2ued+qXCS5j9I73m5eYW3ku879VXb6MGcPvWCrsTcz3uP3gdq7v+Nb+HCisYgzpxoP3nMWGfzz84eE0xQzzL0PX7Enz44QuoI+5H9uDBPTx8+PzQw1hQgHprpGkfPnoFcWKygfVuO/v313bP7La+Jvz81XnR2J4+O8ddAOevhn+WZ883OAPw6uUlLm029fnzS0h2vF0NSOjgHE8ev8QawPnFDo8evYCCxHbTPg5Zb1FXcrLr/vjxKwACm8stdpsdFCQ+/OAFNjvzud5/7wkAjV0dfpbNtoaGwG67w+Wrjfl8zy5xUjBOcy/t8OTxS9wBcHEZXoNX5+Z7ffrsFUz7HmQ//5MXl2Y8l1usNltICDx69NJleZ8+eWkYZdU8xovzLWotUAmNy009yTW+3Jis9aNHLyCgUdtxKG2y58+evgIAnJ/v8PjRSygIbC43WNXm+raNSQOod2bc9W7X+foxsdma++ODh88gb+fXKVUbt+ypxqUgoJXCi+ev8BqAl3s81yXr02ZjPvejD19AaP99Ena1YSj1ju4nUy+utPDPujL1o33HuX1h7pV6Y563y8uye/bpi0t3X6Ve//LFufnz5RbyiTnH5UV4HTcXW9wC8PjxS2BPL47U3Dg1Xr64wB0Az19e5NeT2rabEsDWznfPX1ziHoBXL/Lry1XY1zx/doGvg8Zmq/Ya68uXG9wB8OL5q9E/s1IKkj0XT+06e3Ge/866ILVqPKPJc2sBXU+zBhBevbjACsCLl1u8ds8kgM5fXQbnNDXyZry1BlZa4/nzc3MPvtyaPT4EttstdhdbAMDjJ69QqxJTKr9eEC5emfXz2fNzqOizb2sTS3zw/lPI28CjR89xCuCiZd7RF2b+2G39/HHx4QsAaKyxL15scAvAq5cX2F6az/Lho5eQ5/6z7LBCvbnESmsoNd/6dozg84yUojdZOZi3/shHPoIPPvjA/fv999/HO++8k/39w4cPg98vWDArGrJhHHXNa3HfOWeasIdsmNUmppprmx80Da5C10BRdE0laigxpWETb3rupYGB4VFCuptqlSOLay5Dw6Zcqxyo9Lnj1yqStGsynGLfh+2JmZLgOuk20oYVo4D182sYNjG5qzHLCa9pV4sZqps1/5i5VU6hWza0GtQWphQkQU/JzqaAYM9+vs+rl3NLbWSLYdnFQLdhd83JYKm85lUF5w/hjWR8/8nma01JwSglxdbFdE5QiYJsec4r2ZQNF/czPnLUY7kNs3KMsSGiOawi2fAeEmVT81oQ2CXW67HhTOUq1uc90ecVUc2rk+tKqnmFXSOoxVUPw6boudMt5RY6kg0XzbEJI7+cE3zcKcC8JLw/a2Flw5k1fEE5Bj/53/md34lf+ZVfwaNHj3B+fo5f+qVfwnd913e533/84x/H6ekp/u2//bcAgJ/7uZ8Lfr9gwaxoGDY16yUOjcB8oLAupsh0oOu8vMF4tlWObGmVY2tedX5DSah0DTWRmRAA+63y4A9BzatWtfkcqZpXyx66a1C4MVJR8No0bKLAue40bAqDhYTbsLI/Tyx8JvAlV9Gp+ujSdVTRxkTaul9fRyRZIF7STsV8bvrHtEFijFLDJjl5zWtoMDRZv14Ccxo392bKbdgHr+Y7r0xQxPu8DrgmVAMoSlpWBEMWQUAdwzl9Bj29my012vsO94CsrBncjAEs65WZgxAseBVhn9cpDIrmBNW8lrUza8GENcCNVjkru+7tZdjUXLtSmNVtWFTsvmqrebVuw1HbQppf/JxX9kwm54CWY3gn/zoaf1vNa7OLgv+MiY4M9vc5LxIlVpBU87q4De+FvZjXH/qhH8JnP/tZfP/3fz8+/elP49u//dvxgz/4g/jc5z4HAPixH/sx/OiP/ii+53u+B+fn5/jsZz872sAXLOiFRvCK48s+86xlYXZWl5gOdIFlDLMLiBDOrdef2286RceGkrDCbnLmVUXBn/m5D/5SAaQMmOP+iyg3K2r2fwvP3eYWyQO+gDlmmwNjDpNyGxZ+szRZn1ffaoMzwJTp506vYUKjm0nlDplzGCOF5y5lXqdtLm8YbO94PfkGR8T3ZsQmgJ4GUiMYtssxxLAb1AHTDz2Toi/zahM8uYBDMAYna1DEncj3RNyCYxYUmsr5ZJb5U7JkxVWGsq1y9nUb7nKu3g+hksG5DQ80bNJaoxIKuugzy6YT78jw5o75Pu8x8wpm2CSF8MlaaD+fFPaBN3NQlFCnXu4pdjpiXgOFRg5ujmLBK2OOOZyCjRk2xfO3EisItY2uy4Ih2GsX+ZnPfAaf+cxngp/95E/+pPv7t37rt+Jnf/Zn9znFggWjQDSCVzH55N4fbFErHJtfQIYv4jLoLZpjXmmiZoEf7/PmGMMu5qoukj0NBWcug/YsjHlN97Ns9nktdXp17U0yUiG+gS5hXl3LIZ1iXs31TcuGhatxS7otjgA/jpgt820QBGDvCRNMG/fFbiY16L08s2zYb2Lbky8CU7fKMW1p+MZwUgRtnFRTCseSUrxMIO7zOigP3nAbLnveBEzNbW7+DtqH5WSyyrT8GaPPq+udWteoJlSVcPjvon38KpINu7npirfKqW2yZV9lgrvnppANI+xVLaL7vTcy60vypaI7kbw33HMmUWXl6KHbsARTKNg1Qtm92CDmNZbrtxxDR/2hi56hhHIjp3Zz9xIrPWowr3IFqS8X2fAIWEL/BTcDUV8/E7wcF/MqFM/ulfZ5HUE2zLKmQY9Efh40M6txzWtbHRphhRpKrgePtQt+s21kw4ooIWIMHfOaeR98vWF5n1cRLFiNxZDZ7XcGr+DjV9BUl8dqdg3zmgheJdxGYbIWK8TcOOmb35iE7LNw8k5hm6t0MZYaYJn0efu8+qx8+/07OSNMDLZjIaZdokMZOJLXnL5D7hugtPAtaYZuxOw9LYmJKpUNy3bljK8HXcE9JwnmVUFAjHGP2U2x2tP4qRdYS6rWl0VlBDl551WD0kAFtX95xJRMtA6Z15Xtu1u6tjePZxnDkprXBCs5NoL1v0rXvEqeKKY6XFZrSnOOtoonpYGqOCGR+IwtJT9x8kCrgmRAIijXbPwB6F5ie4h4TtNyhUrvUNryaEEey9VbcCMgEBrGHKNsWPAsYjHz2i/QSp6XGw0gM6GnJnFWd+Wbjbdf0wo19JQ1r8Rc2trVWEZLzGtq4XDjzwTwOego4Ijlj7zOrEs2HDLHzT6voF6xiU03r3ET1UTBq2NuzEbdfxbbV5BMPGQFKYHYfKrj4H7zMbdhk0tutG8sBVTr97cvXK3aXDWvgQFXekPlapFZokwFNa9NxrbPufsatbja7uwcyZ5fSbK/RM2rHkc2TOeo6/mCVxc4dDznigIdkj9eE8MmpTSE2F96KQX1Xh0/eJVRwk5aA63Bii+VXl9SoL7bk4IHr1nZMP+3TDKvZjXz63XpM0nptvCH+bXbya0peC3xC0mUk+i6qzyIB68RCSDXkDrtu7GgH5art+BmINoMOzbhiBAsaqXZ2RENm0iqag6XkQ23Ma8Fhk0rTC0bZswlr7NkDJNhMtMrpFlKewavNthUuUxuh6Mrh+QMsJWdhW7JKsxmJ99bJi0bBDt25RbwUBKmWIDD2XhTF9lDNjxxkBjDM5AdwWuB8dSeIzHXqsRMZJTT+cSVzNybXAkAmOdCMcne4GtizyVd8Fr2fTtX7axsmB+PxhW/1sqGx7i+toZf7YYb8fQGJS0LZcOuNOS61Ly23K+94JKCUwV6fnyVtEmXPZnXsiTP9PsbbZVNUgpXshIbgQXJWhHObZKVcPEEZ7F/R0Ia7ZL5ibXDS8RtkqlgjnXBdXLfE77Pd23Iy4Y98zrCvXvDsQSvC24GIrmfhkSctDs0QrfhQuaV13cNPS/PmmY2kslaKWYWRYxhV7Z3JWroakrZsGfVBa+zjGo125hXncma5uDbm6TrFEXAbhXUvDoZsl/MJcmyMq1+CCSTnop5dZsC2gAEkjAEmW/JnCTLZMNeBnYw5rVuf+5Mzeu0hk0m6TIP80qyZK3IETrzXED72lRZmaQKlw0P2ErEhk2lCRfXDis319AGtqp8a7Ss23DfUSdANa9Dg5IhcOxVF/Nqr6mdD7y/wZEtfj1Bhk37yoZLXcYHHTtK2ElpPQmG3ic9SoS0mF42DOUNBb0DeN6wybHBUWDn5hdmUFiCpG9Jm2KFWhXZkhdVaHpm5jZe0pXeH4SSfLr20bGrNVbIq78WlGO5egtuBERUQzeHlXxv6GZg2P2efDBWCt4DNVfP4VmwhHGB5CxbR/A6sWw41SfV/gKAMVXh/+bQLGgEUNyGgRbfTrdhMjPqzPTaekLaYLNjGtkzkJu6Z+vzGte8uiDIBLWU0HDMa0GmOWRe5+7zausWC2pep1w2NaSpaY7Yiang+1wqk/hJPRe0EWaGMUr7Dd0+LEKthekdCxS7DfOkSBKBdDBf86oxlmGT3RTPWPOqXZKx65miWtfIsOmKM681uQ3v+Xw4xcUUwWvkTSA75e7tcInXoudketmw1oqVtfikMUfYLohM/cL1la+7uocaIlwv6IctNa8kEXfMa6Z2NYKKamudsiNKEAueGMrUvC7B63hYrt6CG4E4C2om2uNawAcxrz0DreR5eSNud7wo+ImYNX5uIaQ3e2kZd63U5MErr70V0HaTzZnjDuaVZYbLWa9QDhUvhiXn9q9lNbtgbsOx2URmwdWxTHBsuGAnTgLQ/cHblIjGxqQdPiAJWPMZ4BMMXTWv7TXL+w/EJkJo8zO523D0udsUCW7zXDmHUCDeoPaDYU/6Mq9oDQIoEJHSM6+NTbXWvVie1vFQ4mOP/p29kZun45fRNZXEvDbn8asIpRTkCDWvLvEwCUvZLJUwybyBrXLcnFtg2CQSgd3Y0BoKxu+CAvNGn1ee2LKmfs0exbRG9FNDpPu8trDTNtisd1HNa+c6H57H3yvROs+eLaEVlE7sBaoVVjA1r5OV9twQLFdvwY1AU7Z4fMzrIMOmjISlD1zgq2sWuEUrSKJfIs8El/R5rXc7sxefxW3YLoZs4QSajCFHzDCVsjKu/i8nWYo2jG0bfefQa+tEHZPqkgftATC1cZmqVY6vHQ7H4a4zMa8kpbRBRpFsWPhncu4+r/7+6JYNTxlUO+n0CC2wihA/FzlFQuw2zBMNe7AIGgKSWoQV3rNONtzJvFakW0jKC3vV17XhEIZNmV6TjdeJUC4sro1seH+vB/P2DDM/AlIlIjXk4MSBqmluLezzOnnwyphXKteJaoelZrJhOybulQFYZhN2vdPlz2RSPZdjPAHAJs2JedW59Tp5nubeLNcSry1ZK1YnkEJjhXphXvfEcvUW3AzoUDZsNtXHtYBLW/MBoLdh0z6bMMndht2EnmFe+TWLJv9k3zWGersxf6mmlA03mUs7SDNGV6uZul5+k95nEe1kXmV47rbjktTWLKz+nnUMQYPxDEEB31RBj4yuY6OmOBUEkXNyiWw4CIhmZF5FmWzYbMYmDCgpgM+1Yxj9dNH3mdsSBK2gpNmIEmMKncoFFUFBoCKmtMdmTrW5tmomr2SGVPERlB6lUY5jNQe3QBmCQuaVal4pmSWuiWETeklo83DS1QmY6FQLqdb7tgMUvJa5DTM5/lSw66QUImvYGFwDa+oX71m410S/HVmTXW51EJZkrLa1wy9TfGgR7hWVS+LFCis/1+iMt4VcmcT9SsyrLLqOWILXBTcCDbnfHLKanhBQqEGZ8dKa1/0ZGp6Nz0piUrVSKpFBbWNeXfA6PfNqmMtmqxxf85qXR8IuoqWKTW+yk6l5jRISbYtW4G7Isrc+AM4zx4CveZUTt8ppLPyRkRNtqhWkzVq3G1UBlPyw948eZgI0FLEsO/u6ifvPEpvgHDmnNmyKmNfURs4bNvn7O1RZDJdSc+a1jzlVa6KMG8JQ8Ba/dkTm1SU+ZmReS+d9Yl7d6yaVyc6HXLuS3piQiTYzeTg+YxQ5LMnh3KxL1voZ+thr9wwZJ2Xfr9VDCnYNhIQQzFcjqnntO7capVQULLcwr7Qm0VznVWvd61Iwf0T7Hn98+reVDWeYV/f3qdugXXMsV2/BjYDQsWFTQkp2YAitoGzbhdKxjVEbR9l47pgbZ3e1C1oSNa+uOXe7bFhtt/bYU9e8ehbZB3+x7DYnjzTvUz02tiT19M7PsZEDBUZlGy4TtOmgljCWDXfVvE5VT+M+S0ZmGge1VAddUivKZWCztxIgQ68uw6apW/g4R86yjdXeiIP2xOl871krexcSSki3oZMFiYkcNKRniHpc19a5xl27yh+zUfM6XhKCWM15a17Lkht0r9LGPWjncYVR6hTbhUllw7o5h+3T55Xur9JWOXIW2bD1ZEi4DWueRLJ/8nkk/O78ult8+uRk1V3zSkkmJ18ueYYSNa85hVWbbJiY1+wYFxRjuXoLbgSMbNHf7nqOmpCeEFCo+zZNH8GVNGXY1GReaXPvN2iNusdi2fAMzCtUGPzZP11dWiYooHrD3sYRLVJPEbGSXRt9Z4YTBN9Rj7rM9+1eP5E02322eJPATKmUZlJ0yqqXBAuCyYZHDC5K4GXZXcHrtC6Rjnmdu+a1zchMSDN/MlMn3qaiq/1TGwwvY47bh2VuDV4VS8C5Z7FZG9dno9wG4WrpZkyGlgZvxLxWxMAyf4MrjH7Ou3mIvuttn2MnZMN6jz6vSpUrFLh/wFTQyjp2Czt1R8Grfz4Z84o088rX3eLzo8m80nOeei5oTdR12Oe1K0ndOE8mwR+0HMywyNWaMa+LbHgvLMHrghuBVKucY8s+78O87tXnlZsxZZprI8G8urorwReh/LjVbo7glfdJ5YZNUTuLzCadgtB+kkIKXjObi0jyW8JAUsBHQYFjTDoaqys7pVdTy4YbzKtnhvm104IkYd1Masy8TspwRmjKstOQWk2bMSfmFfs/10Wna6tVttD0f+U3ncRGmL7DGBxEKEhUSG8G29/XMtdw5+RUf2p7hNGY1wO6DZcaNolr1ue1xLm9BFMy0SnZsEpIXUvRi3kVcxg2eYWScRuO9lROqRHXvCYUW2zdLUdbzWtCsksmgiQbdgqNgvWYnYd6gTcNm3zNq9BpZliy4HXfxMtNx3L1FtwImNYbYc3rsTGvEgq1DV5LM+N+st6n5tUzryI3obuJOSULCmtXcqitUYJYTdvnlbfK0ZqyvpY5rvOmSd7BlPVXLQAF7Tn3QseKF5pr+cWSsUNVWQBMG4Wp6ml8X9AwCaA58wrhO5RwFrxzo8mY16hH4uRIJWdSL5s6qHbtJMaRRZacD/DfZ/qzUTLIt+pwdWCaQtuhzKtAhT5ySP++BpvqfsnYl0R/aoCUOOPcX76Wbs4+r9Zwqus5dy7DNik6oUx2TpQGHl3wfg8TuQ03DJuqWYLXWfrYM4VSmnmNJbxhPb9LnLmAvl/wmmSX2+6LKnQbLm6JF58nkziS/F7KtHpb8eB1kQ3vheXqLbgRiOV+rZufA0FoDUWZ8tJMcGHtU8eZ3bFymUvvStrMrPq2KO0Lpp5DNgxAaytfZhtUx6y1GDbR4mpIph41rySHygQczZrXQpkSq5lyCyNJxzKLfENmPDJEzGRFrYhM8Cq9zNxuaDiLnEO44ToQ89qxsZQTy4bdBm+U57rgbAX3pg9UPUNqpMRGHmcPNOj8WgjHvPaXDZcYNtnnodEqZ8RWTNUB3IaVaVMiu+aSyLDpurTK0aO3ypmCeW0mdbpKa9qgavKMKGVep3Yb1s5tWEphLmGiG4FLkAkJGZRE8HIj60jfUzacqmXn5wx+J0PZcKszcXCesE45bvXjj8/vpUzN6wmXDS/h1z5Yrt6CGwERTSauzuKIIKBY8FrqNjyCvDBR89qYWCOXWfPyeBJvZ17Jol5OXPNKrseBVDximFoNm4ZICplhU3xsSf0rdRu71RxHULPbMJxKH8PJhlcTBa8u2LEMtru+nnnV4JeAvosCwybmAJ4yO5kUifs7BQk1qdyL6kvjNlRTQTSei8T5DK0SuQ3bzXFhQiYHUzPX/7O2lig4E7uK1WjH81JfiWIeojqMbFihoC7fXlPpal69tPEqQ6nytjFtCEpmRoaAajwX5vkedp/43r6lweu00MywyciGJTQPmKPgUAi7WqSC10E1rwlpdJvbMPlAkHqpsEVXzPB2JqlbDJvW61P2hon9DK45luB1wY2AaNSqRfbnRwCzwa8cW1WC3ETaD0zWmstcOrlognklt82OrLJ2suGT7GvGAA/+iO1z7XzajGkoodGz35xbRHNsWY6tbBt/bNjEgsPc+PnPJ2uV42pbozpFx7zuAtaaOyd3Ma88+WEC9/mZ1263Ye1MXqYZiFWJzNTn1W2gaB5JXHMVMa/CMa++Nrf7u01DQ2BFsuEe17VV8qvDZySlCBnXbThswTEPFBRkJ/NKzu40H8i+ydEjhc7UHfaF5AHHyEiZu40iGy6Z24UwibYpwRIo1OItuI4NdY6EFNrNsX5uo+ezZ0JJpBUVdK7Gy+MkU2Gnhph5pT1OI9kWlAelP8vqdGmVMxaWq7fgRqDBvB5hn1dppWymkXnhRqi0bqMNnJ3I1rxGwR8QGLjQcdrYbDJsCuziJwELQumzUfDt+lkmFiy6J/pmgIVffFPHjgPPzqboCeZYRoxnbvNOzOs+7tNtcK687v6k7Dkt3LVl07xsWNhWOd0SP27Y1GQtpkRDPpuA0np65hW+VY7SMzCvjRrm1DUnl1DadDZrXgfLhiFRif5zWHNDyX+ZqMVvzPXjMa8UEM4qG2Y9NltBrJcMmddFNkxvD/0IxoRg/yekepOWQvepeZ3D00N76Xqq5pVSwE5xE5kOurXEMa99HcAT331rn1fLvJJsuDTx32BeM+dg+6hccmx9euZfvgSve2G5egtuBOL+jMcoG5ZQTpJXvLkYQV4ohLBxKGNSGgFYU24W1+V1tR/SVLMzoWETYBwdXW9Rx1xG7EiOecVA10PtN/dNC31a1Gr/+hYE7ouxAZPOM2T03loLL1UeGV5mGrnTsppXap8AwDF0qbYRMRpuw7Myr92tcupaoxJ60k2HEL7mVWe/5THP183ok2O0k9tJYWSJ2qsN9pENr4jJ6KEWaKsdFKngNQoY+tbXtUEeouZVq6AlVRZ2bJWdc6WUZq6/4syrS6LuWds/bfCalg3LfZnXo3IblhACabdhp+ZolpYAvl6biIS+LbdSplROM5WYx2QlUWvhTQ9LHbutesj9O9vGTLh35PZv6xNu2DRjWcw1xBK8LrgRaBitzDG59wQF2I7VKIGbSPebCDVE1ConZl4TGzQVLhQN2VB8Dqp5XZ1mXzMObMDHTVmICYyDruBttPj2bJYuzPeVy+SS2ZIobO8QtJch5lWYoBRt47c/V4z5HBuNljJSBj8nt2EuCTP8a4Fhk/Cbn5LWOmPCB+X55267q3GCHXQ13f3Lmdd+7ZqGoRm8ps7nkzrmJZU1X+HM6x41rzkZXsf7ssnH2Cgm3lQDiFun7QPf53W+4JWYna7L7lyGWWKAqumvNFqN98ohJpUNM0WKhUY1uFyJ7q+SkhAxRx97raA1vGFT45mMAsko8enLa2h+6a94ihUVntVOMa8CNWTCbbjjesZsea6kI5INq0R4tTCv42G5egtuBGLmR7P/HwskjKmNEi2SuAiabSj3Aa/3tAcMfu8394maVxe8to+beqw644SJ4JkWbnhkp7q6pc+rXURLnHGb74O7djHr6U1jergNIxo/ybK6DJuEkZ13MjID4ZIkkfyay4a5kYxvW5QfMzu623BJXSIzHg9FzOvmwpgLrc+yr9l/ILYXIowkb/L4PQ7aM88F4JlX8yzJQDY81BlaC8/S93cbzgWvKqq7TrfUGKtVjq95na9VDrQKXL2zsPd1FQWvV5553ZPxJ0gBkxScq1VOj7U9hlY9ZMOS5pEJwaTrQhiH/sD4Kp5TSMIezCPh3qPfMymaLLZ1QE49FyspUGvp1VeN2tvMx7QuyfHnata8hrLh1B5itV6zly/h1z5Yrt6CGwEzmfDb/fiYVwkFLarOIDAABUx7LuLc8Q9Ac1MQM27gspu22jJ2DisbDhp1TwAyaAk2Dzm5awAm1+1ZeyMYax0vaj6731Jvy+ACPpaJ9oYY1Oc1dwxp2xf0GH4PuI1TVCNJn0moGlqLQBImoO293UUT+ftndubVtcrJs2e7iwvzmimVA8Lfg0XByd6nC2upk/W8VMvOmApt3Uzdhnogi8mZqT6fVbe0AhFamdIBd44mSzumLL2quhMfo4PMcjpeVq9uY6clBLtnG/LOKwh3rfeVDQvRngjZ59ipOUxISAx0G67LmddZ9jdaOZWNFAnmNd5LuNIjCl5pjSBTv55qiAzzmvvUlWVenW8E7Z06k2ZRzWtO7eacq/NlMoFZ5cK87oXl6i24EYhbdegOc6FDwNW89unRpnvUwbQdhgVu9oDhC9jEHJ/b1byKdrmzrq1h03p6wyYT/DXdenUb8+ruiZ6iOkO7OlY6rlQUlN2nWpuSvnJOuOxlwwrSZ60zx9BCGtnwZNFrzNRV7rwAGrJhSsSUMK9hzasazOYNgZc957/5+vKV+ctqSuZVQgpAuD6e053KnC5M6qTuK18LzlrluBrnlhY7BeCb1X41r/7/TYQ9XJP1sSO6DSPqwTwLrCN6V8D/4dt/FD/27PtQnd7yb70GwWup+V0XfK3m+ImHVE9o6gk+BCR3LXcbnsOwKXQbDlvlxLLhqFd5sGfxCbvi0ycD9HziuaqkkQ3HbsOdZTzhfswbNoXfQ6CwyiXAV5x5XVrl7IMleF1w7aG0NnK/Rquc41rAabFr7WEYY4w+r4A7Z7ZmJHIKDM7dUlsWwAaO1QytcgRlcp3hUciOpDd9IetVfr6wVU7MvPqsdKFMCSyIdm6hCJjXHCtpPvWUsuHYOTnMqgvrNuyHx2oaS1wdg5rXA8iGW5jXenNu/rKesmbbb4B0Rv426tni/rYtz4Xb9Enpv5vCOu4ceIJC9kjAmaRIeq6JzZjSNa/jyYapp/IUvUKz0GGAnsPJ6Sm+Vr+JVRUG81e+Vc5YbsOiYN0aeuwE86pFtYdhExkklhs2TdvP1zxnVPOq4mcyw7xCkayfjuJ7gfc6e+r51fmkZyWFkTY7w6ZQvpyFM9HT7hxA2ixNaTNXxt0t/LEq+5qC8y5oxbTFZwsWHAGU0jYwZBsacVzBq7ZtOGqqeS0cm6953W8i1PZYGhpaNwMsyhIGrXKotozXrrSNu95ip2VQfzUJBGXSvTTQfZ4ihqlvv7moVY6Mr539TZfZEo2D3BeZBMobNrVv2pRYYauryQybJMLr6IItFsxoCFRcNtwpdSawmtdDyYbbal4vjWxYrG9lX7Mv3MarkQSYCFENc1v/Y+U2bT549UqG/Qfay7CpTeVh5Yzha2N54XiyYWFr+GeteUWZqdx/8Uc+infevIXbZ36rpzrKO64Ccs7ufeHLMeapedWQg/uvumCrwDNCUPCKRhp6PDjZsJlGGtcxNn8M5jb4NYIpO/o9k+ma16xsuBLYocLKGTZljJcasCUS9uv0LcNScyVYiUVCNiwEalFBYrcEr3tiuXoLrj0oMAw3ZqH9+aGhNW3Y+9a8FrZM6DqMvR4ixzqSvDBqlcNNZagtShb1DjtIVBNrIV3Nq2ZLtwtO2mSOErD9VfuAFt+chb4gya9jTduDd8eCM/ZRCKpVI/YrfQ3//el34L96+T+bTjYc1+/KMDkgGoZNbLNWIBt2CQAjmh116G1wfXHb+rxa5lVMbNgEwNRtYj7mtTWxImLmtQpk4uY1Q2XDnHntt3HNM6+xbFgmmLV+pmxtcDWIB3Ab7sKt0xW+7Zvejt89SbA2K8ZyGxaeLRsbyeBV9igJitGn5tUaodX1hN+z1s7fQIhmqxy3V3CO9D7xGSTmKFnbIvlNIlXzinxSqpKhbNh7dnS7DUtoKMe80udqjpWz+LlkbQ3qubyEX/tgYV4XXHso1aw/OTbm1UibFbS0Na89ZMMk3dkHJmNIbGUTMpYX2nOHbVk6NgFqi52usJ66kI9qXpk0MGZeU5t0V/Pak3l1dUwqbZ7lmNdebsNUe+vHryE62+28rF7H7+zU5K1yGkELC/4UM2yCEJAdUmd/8LDP66yGFrJb+qk3hnmVp9MFryJisKd+VGRkxJbaUNH9SLJFEciG92Ne+QavT91+3Hsx/GXEvKLJ0ooR3YYrYsJmNWwaXrN7LQybci3deoJKOsYO5rXW9tmNvSOq4cxrj1Y5CNbriZROLMFmGMlw/deZNcIlOOH3DUPchrMu4pnXk2zYrV1uzutSQpkErFLaXEpnktm8rlQ/3WY+VYsVoC+X4HVPLFdvwbWHcoFMVPN6RAu4UhoVtN289uvzqrG/QQ93G04uIClDm6jXYGd/2nqLra5QVdNOO77m1TOvIjZVydT2uaCx18bWXztzrkTNqxbMbKkriLMMMOmU0Nxk5Y5BP59qXXTBVaaeKa555X08u5YbvhlJmZ1MCWpv1B68GuZVTiob5texRNK2J5iUzyDjNgzNVAuV35hZqezQcQY1rz3mBZNoyrgNNxicZrA2ptswBRNt9dKjo7cjOnvrdQpe95YNT3U9yNQnYl7FHrLhHq1y6LqoFgO6vcFa5cS+DgBYXTIlYH2CM1wjyKCw7z2dCl5V1q+iqqzbsI5lw101rxJCaH+LZNZ5wKuH4rp7Dse8Lq1y9sJy9RZce+iEYdNRMq/UKqeX27AOZJqDzw8BoMUlTyQ29+7cvL6xjXndYYdqctmwqxlljrW+T23cID1+H1oXniScs6NdDKuUbJhJfguZV76Yk2y4i3mlJMZkNa8dzKuwbsOStUHwzGu5Mcb8rXIoudESvG4t83o2XfDKkwNz1Lw23IaTUjhTDkCbUVlVzADNtp0YvBEbxrwmN670m1g2nKp5LWndVIhDyIaBkF3ug84k4xWAN94bo+Z1/OA1a4C2h2ETzU1VUZ90c15VT3lP+vXfGDZFsuGGP0OY4OTt1EzA17O/esIbhCesY/hWOWZccau/LCLZcLZVjh0B+W3kJm8lzffXr0xiQYzl6i249lCunjTMxh9V8ErSZisbLl7gaJO7d/2Wd/xLBW4++AsNGbSOM6j5ayrqHXa6mq4ek4ZFn4W3ypE+uLI/SI0Q3jiizyJKzFSaFaXsvih0yOSyYZqipTMW6QhehW9dMAVi+bV0Na+x0ZCXhDmmoaCfnqmjgkk27X1Pl0OkkjMxbPBancxU86r3LwfoPl1B7Wp8fydqXgczrwNrXlvnGq2heKIyIQvtnaBqgaxkaKY2A/YZ/3VgXhtmQHtgChm1b6cSjU9KVGKYC7BLvK7Kmdcpew+ToaAU6SSAjlVCLDGngu0Yb1HXL2mckg3nkjqVlKi19HMdN6BrPY9M1rzKxL3ne7TnP4sSNvmwZ3vDm44leF1w7aEUMTnsdj9G5tWyw316wWkm3dkHWpD0NRO8Rq1m7D961bwKNY9hE8muA/aOgu+2TY8YuIjS5864EPqFvWyjT99FWLMLU1PUUTdLEq6pICtplOORcRSXuwaGTYIFr4U1ryTzn7Pm1UlW2zZ7uwtsdIXVaso+xb4uLEwCTANiD9qSOiSFU5ydpde19E0uQcB+9jhGm8pDRGZMOpnaG4/Zl4IYnTllw8NrXqeo8ZwTSmsvTx1hjkj2Ad4Tys0jTebVnLT/+Sh4LXLrFyQbntawSUFASGHdhsPr2GBepV8j+NxGyd/+7atSiooW5tXKhp1xYg/mVUA7CbbW2gTfGcMmX7KUPq6WZv1YmNf9sFy9BdceRpIbyYY7WMK5YWpelXHy7GGnLzAOQ+NqNXJGA3HwZ/4RLkJRzUvjEMrUvK6qGWTDjkUmp0NbZ9LCFKVqZYtAyYbMYugkv8VsgQ2+mVsySY/9+POy4SmTA75GLAzU3Z9O7uqz7VWh2zBdR9/aar7lyX1nrczrJS71GqvVhOPK1A5Pd7qo/3Hq3kkwr6EhjB93f7Br2WczJ/KJsoYTr0gYNmG8mtfKSSZnZF73GD939b6KqGs7PwCjzBGk1BkTeeZ1D4m5qk3QVBC8NgwKp4BVXnm3YQTXMQ5em2uEG619wxDmNUY+qbOSwjKvUc1rMfNq/x2vccHZhWXV88ZR2sqGF8Om/bBcvQXXHkoZJ99gc3SMzCtt2Hswr+SutzfzSpuvzALiax0j2XDEsrXKhl3N69TTjvRBaMS8xi1ewgESg1rWQ5EQynybGVWS/IrCpuiajZ8y0VKSIQYxni2y4SmDV0Suxwivr2FOvUsuv5e66tOIIUslm6aGlIZRbpXZ7S5woddYTXh9dbDBm5ZFB1iw6lQBqY2xDV6pVYesmIHbiMxr72cu912lZMPNmtdeCaoWSCGguBxxDuwpGz4ms8K+qJWyZQVAV9uxEkziNpxz745l+r2OacyIqpI5YSbmtRmEpoLXaI2Ial79qtIvIZOcA1qeC2qV48p3dHsi2IElVfk5Ul8Djamh9OOvscxrvxr/BTGW4HXBtUdyM3xswWtdmwV5aM3rCMwrsYdp5tUyNAiZ17AXZUfNq66x09XkbJI3bPIO002jodQgGPPaZ5B0L2WMHEolv278oPpjv8H2jGc70yXltHWSMYvsGG32bAVS8sjhu+vgZpNgal7ndGMsaZkh60tc6tWkbtnuWZrNsKnguXBGWs1WOXpPt+HgfH1qXi0bkjxkxLymVDamVc5IbsMyMmSbAaV9XlOYQiY7J2rFmNcREknTGDal3YYd8zokWNY1asgyzwiqeZ1QDSCsaRjxnyrqT+8MkSghJ31iLi4tEdoqjXqphmXj5W0tsLzbcNzntWtdkpCsTlm39uC291JbcqlaDJvGwHL1Flx7eMMmfrsfm2yYZJhVr5rXsdyGNaSV2qY3Rb7B+HDmVaotdqgmr+PzwZ+vdvMLZ0u2VXQE8DnEsuG45tXmYkUv113L/RLzSrJhtznIMa+YVDbcCPJIMs4W4lhK7t/czbwCGvXeUtT+oORA22ZP7oxseD2pbNjfp/kN0oinY2yIOX2i5tXe38S8BrJhF7wOlbDyhGKfY+QDDu4ybgfXDF77lga0wLmYzlpHenMNm7hseIwEl4oYwzGgcq2nnEx/iGzYlAiVzO/0XFNv5knQxbxG610oG2YJL/d89pTCJ+ve25hXgVqzddgFrx0MqAjdhl17whTzKmD3HS1u5hUxr0v4tQ+Wq7fg2kNbwya+0B1dqxyytLcbw/JecDqS4AyD2cq1Ma+JTK7WUb1tuxxN6hr1CDKvbqQMICKGKblwDKt51TCLm6brkWJeeeDZKZ+V7m+uZleEsuHcwidFelEdC+azNJMAPMgKFnZRHpwISgLkJHcTQhbULRrmdT2t4ZgLJocza31AcmmRM5ixPzPMq/1eKumZHWfYtD/z2icQaUvwxU6fadlwX3OYPIQA1Oxuw2owc3z1ZcPaf/dHKxum4DpmXofLhqHDNmStEAmDxdER7j0absNxHX1U8+qPYhjU/gmlRFKqZd40dbmVX4ed23A382rKYWjAodcHh3MbbvssFLyWGG8tyGIJXhdcezjZ8BHXvBKrQTWvxcHrSPJCY3IUOfQyuL6dvOl5lIHsYoyl2qFGSY+6/RC4FzrDpsiQJ+WqKiRg5b99AgfBZMMazcXQ16sW9ia0Dr2SZW+tB1VnAFxVcnJZq9I8iKbxhbJhnlX3b+4I2iNXx1lrXi2z3RaAyPoSF3o1MfPqmdA5gtdYjp5kISLDJlmt/Pe9Z80rfd5a9/2sIjtHGrl9mKiMJca8pGBfmE2xlyPOg7whTOc7W8yurgLqWnkTuJHchscO5lWuLdo+smFb81qSqKbnc8qaV+GStebf8XX0Na8VDcr8gWhuc2U+/Xov5/q8ts2bSiTchgtrXt3ex7b6STKvTsGG7PwirFt9kWv0giym30kuWHBgKKWxFscuG/aMoBaVk6l0LlR2Adm/5tXWj2htNmIxUq1yENe8dsiG9W4W5pVq3HhvXxnJhpPZVuZe2Gdj69vEaCZU9pAiqhPtqnkVJHuGOxrJdWVHu53v/hNfjz/+B+8Xj70vsiwyD15571/2824jKRu81vYOnJF5dexZy6ayUpe41G9O7OZs71M1D/PqDLgy9dr+VXCBvRQC2s4HameD14HXhJJLfT9r2ya3Wfdmk1L8NckndTgUb8ExAwzDdIOZVzFegmuSGuBM6QMlh1S96//t6Ro1Ct3kI4PCSRD5bcRJEa2MINuVJpD/hK0ZZYM1z2PfOnQhvHGXP2vrPaGj4FVpgXUn8xrLhvNqN1Kwmfk0fdwHb78G/R7wxr3T9vMuaMUSvC649lDaSlJY4HRssmFXO0ayYWFbhnS1ldnDdTIEbdwzbAYzkgnPzdZJ0eYAamTDCjPJhqPgytf2tTGXwi08us/UaJnynJGDk/yiVA7rr6NznxUIF/zMMT5+/w4+fv9O+dh7Iq69dZ+VbQBCSVUPWahNHuiOdkBTQAqBHdprXqt6gw3W09ahus88H/MamA1lasEBQKudZVokY173/K6IIer9WfPqFFO3H9VgR9/rmMwrANvndb71ZL9WPxMEazNixw2bRngWJ2mVY5OPjfHR/U5Jnz5QNZQuM2yiNWZSt2GEfhux+y8ZHNFaRWOSNgh3r2NKqb5GiXQev763KxIUKpcAJqVU53wu/X7MnC+vdiMJuoCGyhx3fXKKDTIqlwXFWGTDC649tLY9VDkLlJCSHRKKS2ysbFSXLKh2At4X2gVuaRZEpNwLtZEx+cxrh2xY71DLGfJlgksKKbgK++vl+lnKATWvnh9NJxKM5Fd4B+ku5pVtzF2rHDJKcsecPrBJIWZe+7gNdwYLJBuuWwKpiWBqXmV2E6u1wkpvsJUnUw/E/DFXzasImddUUoS+N11bEykp3POk6q150Z6tcvoGYm1zjYwD0yhRqbUefe4P2ljNgRZX1S6oq8681srP7yMEANPUvGaep4qemyE1r8rWvBa81vVhnlI2HHc6EEHNK1zNa6jOaUp7uWFTn3ua9Mr8Xm5P6mjha1418sZLHKLR57WNeSX2ubvmdc717TpiuXoLrj0UOc9ydqiPo+8McE6eVQWQbLhg3dkvA88PJODdhpvH80xL5Das+eSfZ7NNAqGGmsmwSVqW0zGXVJvZxry6mpyeG0N7L8VGMf6w5qrQhqu05pU+iz8GrxM6TNbWMa+IAszIsMnvZ8KEUTuo5vUQbsO2O19uE7vbAAC2mDZ45QqB+Wpe4eX0Lc8F1A7KyhabzOvAsdImu+9nbVXOhLVzDZUNtbwYcfOoxLxuw7l5uvTdbQqZYwdvlTOGOmOK58x3DwjHJ+Rwt2GhlWmVU1TzapNCU7oN27prGo2K1n+ax508nxKxjXr+/ZhX/twJqNZj8DaEotHqL3eesM+ryCis3GfJse6EJXgdBcvVW3DtoWoNKeKFZMyKp/2hmMOqFhIVFOoCGZrukMmUwvV5zQVuxLyyswknG/bMa5bRsAxNLeYybKJBmj/imtesUyDQWq+SBBnaZFhwI9Ljkt8O5pWrAphhEz/G4ZhXG4hHTo1cAhVkpdk4O+XS8SZhRlmVJEY5kzHS2wsAwFZMzLwGwev0EEJA63bm1T0L9c4bxjTchveRsA6RDeeVM1KbVBF/bRjolrl+98H8Na97tMoRMmKrrhZqpX2t40jBaywr3/uYGZWNiGvFex20DpROraAgeco+r7HrrogYbB2y47Ii5jVyG2bJ337rbmTCiO7nQonKJ15LzS4tmeD2Po0WQR6+x3w+uUSGTUvwuh+Wq7fg2sObIbHNcEd95txwm0BZAbKCEMwgoAXCSnf3Pj/VamQWEOlktynDpuhYqXHb4FXPELwG448bpDv2M+Wqml5cu09nN9JaQ+kUax1LfrtrXuMxGcdihgP1iCMJtG9VQTW5BYZNnWyxSTqoA9S8kotylj3bmOB1N7Vs2N2DNXpt5IaezsnAiXlNy+kBwxYpq7RoMK9D78eBzKuTMie+r7ie1bmIE1rbAg2DCV7nZl4HBq9O2ng1UdfKzz9juA2L8a+H7mBeB8mGVWx0lAedd/pWOby2XAajc/uAqISkUavOal77GjbRmd2POqTHWtpAVCsWhLZfU+omQJdSa22c/zMJcOoxnx2GLZ2ac327jliu3oJrD2rULRqtco4HmteHCIkKZcFryIXug/a6E99qptkqR0SLUyoAoOBczcK8hgsq4BeKNldV+hwS/Sz7uewp9130qVcNF3AmG9blx5gKjUDc9fDzPwt6EfLP0sm8mutY79p68U4D6vOa+waJea0nDl7zjpzTQFomXUQsSTgoH6i675aYnX2ZVxe89ny/SMxH9KtGYBfVeE4gG9YzB68A+kksGbzK5mqiVhoVxmZeR74eKs28Yo/gtY/DNM3L0zKv0XMmQgY7Nt4TLHhNy4b7K54ANBLqrc81T7pRp4au85BhE7XWcbLh5kspMWSC1wzzemYNFdeL2/A+WILXBdcfKanosdW8uom+MpMlVNhTNfvGvuZCmcNwuUtiVnaGTbxWh2pG/KvYmCJY5lXNIgUNF1TAj9+3mkkY04BqcvouovZe0vmgN1isO4OypskRtdvxpzxUzWsk8SQ2VfKEAa957RFwR4ZNcwboTjac2ezp7TkAoK4m3nAcoOaVs4a5Oi4AruZVSuFk+CCX9KGBlCs56PvOZr0bQTY2jnHNa5lxWh+Y/pEzMq9aDQ++rb/BVUWtNGLlxz6YolWOyoxPOsOmIbLhHiort15PzLxGXgecBSXm1ameWHJYRWu0ACkm+iWN6czuJx1rtxbMuDEqe8qeJSpn0cgbNoGC1xb58uoTfxy3/7f/N8g7b7aed0E7luB1wbVHXSdkw0eWfXYbdmqVA13UecFYso+YfdbmqI3zEJPGNj3EcPCaV/OXxIJpF+s5ZMM6SlIAvOa1pbbPGTYNq3mF1gE7GowpIQXOIZk8aBg2HQfz6mpeI7fhoA7Kv7jr4HaTUGhsNSLIsCn70BHzKiYOXqVnJ+b4jr2ZWJ7t1jHzKoRnTNUu+76y85v39S59cPNRQjYcBXaNWvzWdlnDMEmv0BZ0ySPbELc0uWrY1QpSjPcd6haX8cHHVJlk0J7Ma7ls2J5nUrfh8B5sMPqx47JLIOvkWmae0X5JY3NividJr5/+BbzrQGGCUAorNS6oebUJ0DbzKSFXqD7yn3Wfd0ErluB1wbXH5tKwfqtVWPMqRaY+8wBwzGtlal55X7GON2IM5tU55mYmdIFEYJpZhFJZfe2Y1/X+Y+2CaI6JS5b4v6M3utf0YzWk2Uur/GIYBnzdxkXx36k20f/4gDWvwb+bNa88K81/XlLrKwXb2M1q2GRrXjObeicbrmYybNqjprHv6TRTT6TYBLcBVzvfZzJiXpMuxQVwtas9P6tObFzdeOONY1zT6N4zJvNazc+8Dty+mQ32yAOaEXWtrYFOgVNsMaYJXuOkDnlHqEFuw3XxuuSf2QmDVySCV/Y8xgE8zf+ViPcstO6Wfz57QHuisOa1lXnlbs9WOdZ9Gur+EMqG2/wBKCW4YDosV3fBtcfl1mywVmvG+s1iaFAOX/NawfQVU2U1ryO6DftajRbZcGBLH2f/25hXa9g0R59XNIM/KU1w4tyG22pe+zq9Msv+kuC1ky1IBN9xn9djYV59Vt3/jG8IQsOmLtmwDGXDs9a82u8oJxu2hk16YtmwT7IMZ9b6oHFfJRMGdkPGmNdGy4+h9yOpNnp/1hbmNap7ixkh3aa+GAgN6UoS5kDvtiLBm+dliceGa5UzEnOuxZTMa2TYVEW14v0OWqxQENbZV02ZUNEqkWhtPmfEAseO9OH7hjOvYV1vh18F7/deWppBNa+qD/OKg63RNwVL8Lrg2uNyYxaK9YoHr3bTNLfJRgZuEyilrXktdBuGHsVtmGTUuVoN5zYcGTbFtSv08xh6xuBVJ4K/Rq/VFnmkkWz2yQCTJLkuqnntNGxKLOzODddCHrLmlRtHuXqmpsmU+XlXYMTfZg2bXCJnvsXfyYZz84FlXtVqYsOmiMmYGsYIzP+7pM+rlMK1vdjfsImC14GGTYnkY+P5zciG+9XXtcM4rV4V2fBx+T30Ra3UuMHrBDJqnTFsknb9Gy4bLgxekX8+xkJsb2da1KVa5fg12L9ZBO8DBpRKJPYbotEmK36PXYPqHVD4DNG4fSLAlAel3YbbFWwLxsMSvC649thsNgCA1arJvKpJm3iXQ9vFTNqa10rosrGNlDHWglm8t9a8xrLhprlQm2ET5mBeEzWvxphGtBrTOHnTUNfDNuY1MabO48EHMGQoVHyMidCoeaWxRoZN7u+ceS2oeZWceZ3xM0ohrHFRu9uwqs4mHkhYlz816Lnw508Fr15RoaxEntgUCl4HJxoGyob9+5rfl2GtefAaGzaNZ/bjDjm3YRM6XFVbMIm77oyoa21qXkdizidpHURmRTnmdZBsuLycRcxg2CTi5yxWOKjwGhAbDMR9nSl47dsqJ1Xz2mH6JGPDpjLmFWDX0iqzklOeANxstjCvk2IJXhdce1xekmw4rHkFjo95FbbPK1CWnR0rw+ez8ekFREqBWotgMWycu+2akmHTHDWvQUDNmVfBal5TLUH4Ito/eBW6Lqt5LZDP+kOHzHH887nRlJlatrrRV9NARAxYK6xsuHatreZjl10Ql3UbvsAGK6xXE48pwUhMe7q49VEb82r7vLJWOVDkNjzwulAQ2vezttT0NSW1GbfhEbc/SszPvA5ObsTB/BXD6LLhCYJ5lWFe95ENm/W28DPLOWTD4XNmyi4Sz1nkNmyQK4Epv6fd8XrUvIKVO7Q5AofnIZWJa/QamhIykPlXW6ucBeNguboLrj22tuY1kFoea81rVXkHzpKx6eEZ+AAC8L1K06xkc3HKGTblZcOo5mVeST5FLV68bDixaAWmTv1rb9ram/QyW2phjuOfz43YsEm6VjkZuWsP5tU0g2eJnBkDdNdHNysbPsdGn6Cqph1TbHw1NWIjsLQJCd3fO1bzSvMnlTvsy7wOlA0nW+UoLw8EyRmnbZWjhbQttuaB0MPdqBvX44rBtcoZaw6MDb3GQNQmhiAd89r/XunDvMqW52MspJLXXJ4f9K4Hwmcyt5b1+k4TsuFi5nVXXPPqnJu1D15zNa90L8l9atIXFGEJXhdce2w2NnAKJknLEh5J8ArFTGp6Ma/59iz9IF3Na9KwKcFMNQLdAtnwPMxrKvgzwQktrklJqv3cVZfpQ+NtxLwWGjb16PMa1uyyIONgbsMiqLuiJIDMBV193IaFgBSHYV6B9k293l7iEmusq2mvuwiSANN/x5Jqfd0PUs+F/UMZZYGpeQ2Z16H3o2uzNVA2nJprGsqJuKf3BLJhHKTmdej4r3arnLo2Na9jGbpNUQOsM/3ERVW+tscQfVzwKbk0YVlUrHAw92MzSSTZGux+VcTCdg2guYfrdPmlsiVVo7jm1V1L+s7yTtdkDrcwr9NjuboLrj0221Qvwh7s5gygxU5WVdPJs/2No8gLtc0YdjOvoSFDchFqYV7F7DWvwv3BN+npjc8w+VJg2FTCvPapeU3UvxYdYyLEzKu7jrzmVTSD2+C1uWPbz6frvCP0lOiSDV/qFarJg9dm4mLS88XMayJhQOoFoWrUkIZ5pe94b8OmPWXDGbfhcDzXkHntW9rAoCFHJxrnhJEN9zTVa4UYvV7ZteDLGDa5/sg90Kc9kjNUm+ie1JoqhfO15bGrt8zV82fWuE4k6t5zyXeHATWvNCdTeyNqlZN6J0nQ93IDX1CEJXhdcO1BsuFULaEu6aU6BxzbtGpMlm0Yz9WO6n7SGUOTUw1lw+b1PNBqkSqRbHg1h9twM5Bq1Pa1uaoC/TZGJbJhLmXuCsoyMqp+7O00iGte4x5+9qfubzrB0mbh5PJkAjQz8wrZIhu+wIVeYzWxbDj7fU91OoRuw+maV3qua6NekAKgIH5fiTexGr1lw/ngVQrdeIYEvHu721SPadgkq1mluHsxO1dcNrxTGlKMyLxOIBtuSGYt9jFskj1kw5N7eiR7JYeyYZBhE837BaUlYzCvbfOmJwZ2na/174nOo/Nuw/RsLX1ep8dydRdce2wSwavP2h0f8+rGVuo2PEaGTxgpWdZtWNhWLcFiGDX5ThgoOBBDU80rG3a9WyOGqa3mFeibAbYBXGutLB9Te1AWBLo55vVgsmHfKseY99jAXQq4NniZcXaa+tBmxDnYzvsZ24xb9IaC14mZ10wSYLrzFTD6zJCshgjchgUxSLMbNiVad4EYoWhOtLV4jg2jG3XM4BXS1dPPgX0Mm6ZoDTMnSDY8bqucsWte0672lZPbD6h57SEbdiznVMqyRLspHQXMPklEfV5zpSX7JY0bsuGWY4iKyYYLa17pWu64bDg7X1kFm9BzTN83GkvwuuDaI8W8Hm/NawW4uphuadE+/f44tDXLycnRpKTauBZnvxbm1Rs2zRC88vEzp0MeaKf7pA6rvXEBsq6hMu8bwkA2/87GfyBJEmewNRsSZ2RTfXaBgmA02ozMLY0248/Lhi/UavLgdW63YV7zqnQuqeODV6p59ZtwSroNG6vf3I8jG9ba1KwHLYeEgBCaxbnjy4ZNL9k5g9ceLFzjzVe9z6tGBd3dN7oUYgq3YXu8aIwUPA1xG5ZQ0KVJIjeXTvQ9U4Da5nnRqHkdN3gViT1cn1Y5pXunyjrM1zsvG85dVfJNsDuCzmMvGI7l6i649qDgNdW241iCVxqHrCrHapSNbZzg1Rk2ZZlXu+DwhSLOXLYyr3PWvDbl4c1azTS7zP7R+3ymbqqbee3T55W/loySTJBxuKnbB6+CXV8mJ86YNJW6LDvmtZrbsCnf5xXbc5yr1eSyYZljJyYCZ141RLvbsKpNn1cpnPxOWMXI3jWvA92GY1mkSrWpEDJiXieQDYtq1uC1dzuvAFdbNlwrDSmPnHlV7czrYLfh0ppXN49MdU9aCX5KKeKC19BxWfLEXy5gHbDu8nZAXXLdQLZd6BdC5nQUvKLVLE0uNa8zYQleF1x7OOaVm8c4icuRLOJMNkyTfFHNq04Hm71PT7LhzITumMtINqxTCYFMn9etlqhWM0w5iYXRtUJxL+moeR0oG87XvPq/dzqzdkhHszb9s8EydWwcAt4QK6zN9QFod6sckstbB9uZP6RuMW4xhk3Ty4a7vvvRTxcw6W3tH0ygqjS1yrEvJOZ1aDKFal57ftciZnkslNKoRKrPq1cLe7fhsZlXPdt6Ql2rh+DKt8qpNSoxnjJDT8BE030Qj1Fy2WpPyB5su29lNVHwmuhj655hmkPjevhsWc7QdZfq7v1n7GpRM0Q2TAkHJxtuMXqi+ukxZe0L0liu7oJrj3qbqMtykpP+i8gUCPu8hpK8NvRqXN5xJJINp6YFYi51ZNhU2ipH11vsdIVqDsYwWLxs8AoUyCObRk9l57OZ5RbmNZQN9wheg5pXYqkyZhEzgaTROeY1Zehk/l5Y80qbnrmZ10gW736uFLDb4BLTy4azdWFTnY8pEqiHa/JFMPc3vUZKiVoLx7wODiQGM69p2bBKsao2ONGRnHFMWbqm701Pv544p9ehc8CVlw0rKxse6/uboAZYpx3TZVVB6WH7jj4mXWLqmld3/zTXWlr/NTSU9oyrzCTmQsXTENlwSylT/B7WKqdYNlylZMN5hZVvlbMwr1NiCV4XXGsorX3GLCkbPpJFPKh5pbGVLXCj1MYJ2TrpSstciph55YsQ0htKANC7DXaoUM3R/iQR/MXBVdsmvfH3LpAsqpV59T+XnQt0ejGnY5gAonx444NfR/MTKbn8lH0+btjUJbl1smHW83hGKCHTzOvuAgAs8zrxhR8qoRsIKbqZVwryBGzwKgUqKSxTXdOBBp3fBZC9DZvS9fVOrRIlKg0rivA9YzIjYupggWHP8esJajznRO3Y9ZG+vwmeM98qJxxjJW2f7AFJDgnlkyQdcA65U7kNJ5NE0fpvgzyX4My0Uxu67tJnjGXDbfshYr7VbtvKoAbvsePeRX1e04MSQKp0YcHoWK7ugmuNy03t7dtlKng9jppXb3yy8jWvBW7DY8mGucV7us8r1Vxy5lVFsqG8YZPa7bDVMwWvQVa3yWRlmcuBkk23OCPue5sZUy/Dpqak6tDMK11HkpAC8G7U5h/+xZn61yTc5sc+C7Mv/mk5pd6Y4HUOt2GeVBlHUdEOIbx7dP658D8zNa9mnDUk5J7Mq5OK9/2s9AzFbsOJRCXJQimgyPXg3Adu7ptDyUOfY/DzcR1kw5Ep1x5ocxkffExi92PmlYwP6373idbaGJEV17ySG/dEfV6p5jXpeUGyYRWWluR6WCcStEUY4DYsmRlmcZtBal3IZMN5hZVh8aXAwrxOjCV4XXCtcbGpsRLEDnizIJ+ZPA7ZsHPmqyTrRVYoGx5lkuRyl4RsmLY7cZYTiQUpJRvebbBFhWpq5oqPAwgYIScbziw8+8qXWplXe53qXH+47Dh4MOODxkOui5r9SeOQgtW8ZgLWtMOzhwtkuAphRuhGTbf9+dYzr5Pfv8EGb9pTAaEiIXdf8e+Q17yO0rrJ7Wz7ftgc82r/HW2UpdCs5pVeM+L9JecMXvd1S77iwatSWIsaYnUyyvFMcmPkII96nCaY11rL/oworaml96zrTTrR95xgXnUsG7bMq0twFrTK6ZUES3hsdMl1hWNedyhuM2jP42TDbeyuEDbJgM51fsF+WILXBdcaF5sdzmCdbk9u+V8cqWxYyhVED8OmVglLDxA7kZUNSxuc8JrXeBLvaJVTazlLzWvKRAoImdd0RxD+WXqc0DLlss0NkuL6nCkOQy74c330Ds68NmtvA1k234zIHgEOmYwcSDaskakFZMHrevKa13mZV3Meuq8yJlnBmMx3LjnTjn0Mm2yirieL6A1pwjnS3TvRM5SueR3xGSK1zFQyTQ53joHjv/I1rxprUY/Ydm38YN4zr2Gw6ZjXvkkOm2Qv7vPqXjex23AiCHXPgNYB8xrOEZlEcR/ZcLbmtY15tcFrXaN470TBa4lhE1tDhisjFpRguboLrjUuNjXOZDN4FfFEe2gQ87qq+jGvE8iGU8dzwQnPckbGBS7YyBg2bWeqee1iLkvkkb2mRsa85hZfH/B1u+gGUrMU81oQAE+J1DgEY15FsDHp4TZM79vXwXYgTC1gnnm90HP0eW2ayk0P+j5lp5GZsn+vZNg3ebhsuMnWl70xnXzUmVo8EdS8pusR94IsN9nbG/vW7IorzrzWGmvUEGMFrxNcD+82nJINy/73ieqnFvB7iPnchhuGjUoZNQetC7mynIGKp6xsuGWPIVY2eFW7puFkx3koeG2VGwvhWmYtzOu0WILXBdcaF5sat8QGQI55PZLglfq8ysrLKwvGZtjPER5jXvOaNGyytXENw6Zm1jSVENA7chueQwvJWRe/2Ht5ZDouCFnOsWXDLEDougQZ5hgs+J67jUwA0RyHSW4YBMxxH+aVPpOiPq9zB69pRorLhieveY1YzjlABGqOsxCJBAqXiQNIB70lcPdEz/eTeVk0Rzq1SuRvwNvY6NTGe1+0qE5Gx541u1O0hpkTtdJYYQeMJBtGTnGxDxzzmpANQ/a/T4h5La15raateXXMa6pe1Z5T2+DQJTiZe3ygzkmVHpUgYUolO5lXG9TvdtlEfQM017A65bbglWTDi2HTtFh1vySNd999Fz/8wz+MDz/8EN/0Td+EH/uxH8OdO3car/m+7/s+fMM3fAMA4P79+/jH//gf7zfiBQt64GKzw5kwzCvWZ/4XTnJyJMGrrlFr4+QZNNLuQPEE3AkuG07UvDpZaCTRSdWrpMwv6t1h3IYTdTZFzGsv10PzfVVtEi0hAE11oh3HzsmeaRE9EuaVX0cJsD66aea1tOaVkjaHqHlN1r5t53MbFmLgRm4PhEx6O/NKm2fHILmXDPuuXJ1zX9lwVB9NUHWOefV9Xl1bsivKvOobzrzulMIaNVCNVfMqvKnjSMjdY1II1Fr0b5XTc04UGUOz0UDj4QksROds1LyyBOcIzGu8XmitIYRu3Q5Jy9aregcUJv7pPDV95o5WORITJMcWNDB49v67f/fv4i/8hb+AX/zFX8S3fdu34Sd+4icar/nc5z6Hz3zmM/j5n/95/PzP//wSuC6YHZebGmdiC706C+ugqGbqWFoGaOU2j30ajHdZwxfDLuC5mleShYq45jW1CKWyvfUWW10FzNJkKJANp2te2f3RJyHgArj8YujOXWC2lJM9g0mPe41vZKQMfoQQScMmzhAXM6/6MLJhQCZdR71seI1q8ppXvjmdN3jN3pv8GWJMO9W8ctfpvhADmdfc/O3MvqIEkBTazacucBgxeBVzGjalpNG9MH6wNifq2jCvYjWebBhjXw+SDSeYVwXpW0yVHi6lKGjB5LLhJPMqg98BkdtwriQi50LcBUrmEtMLy7y2PBfVyvbZrWsbhBZcT3s8xVrlZMuDrMqDv2/BNBh0dbfbLX7t134Nn/rUpwAAP/ADP4Bf/MVfbLzuc5/7HD7/+c/jB37gB/DZz34Wv/Vbv7XfaBcs6ImLTY0zsQG4ZBg8c38szKtyTIa0rsizMq9WSpaT3aRrXqNztzCvut5iBzmL23AoQxrGvPaTDdvvTbR8F7QAlpgtBbJnHnzbPw/uNty8joZYpl1KmvnuDEadbPhQNa9p11FqlXOpV/MaNh0J88oTJbTZ4zWv3HW6N/bs89owbErKhqNNLgUWY36XYupggWFv5vU6yIbHM2zSkOMH8xlptyTZcN/7xH3nZcyrmzsn7/PKlVci/J2TDdvkbpAxTq9xfUISz7z6Flhd+yFKHmhiXkv2TlGrnPZaWWHaOJkBFnyKBUMxSDb8+PFj3L17Fytb/PzgwQO89957jdednp7i+7//+/Hn/tyfw7/+1/8af/Wv/lX8wi/8Ak5OyuQeb799d8jwZsWDB/cOPYQFLajWK6zEFutbd4Lv6ot3TgEA9+6dzv4dps63rkw95IMH96Ae38FLALdOq86xvQ8NWXW/rgur9crJhlfrVfJ4vwmBSgr3u8fQEOzcZ7fMNX39tVPcjt7/HDV2usJH3rgz+fU+ueU3NXfu+O9XswDywYN7uHUaTn+3bvt5aX2SvgYpfPmul6MLKZPvE1ICtQkU3n6r/Rqc3vLjuHX7zL2WsukKAg/evnu4uYfJlx/cv4vX757i/ecbvKB6SHZP3L3nk0ZvdYz5q3fMdVxJsxl5+8FruPP2fJ9RSAmhdGOMj9YKlxDYYIX796e9fx8/fe7+Xo3wXBe93/VaNd/nm6+dBb++dYf9297fj893eMSC3rc67ukc6NmpVuXPmxmTnb/vnOIt9r7LZ2fYALh92z/3Xzozz9Mbr9/Cgwf38OThCR4BuHV7vLn/1M59b75xhtOJn8vd6QYv0W+O4jBzffu9ccz7GimACjvcee1u8N0PRbWqINB87vfBl07NXP3mm+FzoZTG72iBE9nvGm/X53gJ4ORsXfS+W2fA+wBO1un1aF9sxFO8hNlf0fFXa7PuvvXWbazfvIevrgS2WuDB2+YaXFzu8PtaoBIaspJs3+DXu9Ozk+Lx3rFzx9275j3bncIzAOvT/DHe+tpz7CBxdmLUV4LtZ3I4f3EH54B7Zr4mtJsHY6zWlSsfOuvxWW4q9rk+ncHrv/yX/xI/+qM/GvzsE5/4RON1qYztX/trf839/U//6T+NH//xH8cXvvAFfOu3fmvR4D788AXUsbQySeDBg3t4+PB59wsXHAwfPn6JPyA2UNWd4Lt6db7DWwCePnk563eYu2d2my0UBB4+fI7nzzeQAM5fXnSPTSsopff+DLva8CgCGrtaJY+nIFDXO/c7AQ2l4P59eWkyk08ev8TL6P1qu8EOFV6+KPhMe2Jz6bPN5xe1Ox/vT/rhhy9wug6z2OeXnsXZ7tLXIIWX51u8bv+uNNLXjsqAIPDkySuctSSYL9k4Li/N9X7w4J45hmU4nzx+iYerw2R2eWuVR49eYnO+wbNntLwDNbsnXr0y9eZKCzx/eo6HJ3nm4OJii7sA6q0xbHr65Byv1HzPZq1NVj3+/i6ePoWqTgEIPH827f375NkF7tu/71T6XipF6frE781Hj19id7kNfn9xsWOvlXj48DmePT13ShENgadPXuHhaf+61/PzHV5H/896fmGekafPXqJm73v86DnuwDzLbl7amNc++vA5VkLi1eOX9hi70b7Ly42Zcx5/+AyVnPaeVc+fAQA2u2Hz/m6nIYXG++8/S+7bjn1fs7ncQELj1aUOvvuhqJVJ2o75mc/PL/EmgGfPLxvHrSFR77a9zqee2u98W/acXLwyapHN5WaS77J+9ML8adfJBw/uYWfrzR998BxydwfbzdauVa9wKoDNtna+GXyNuLj088tmUxeP99W5maeePT3Hw4fPsd3VkNDYbvPHePHiEne1xPmrC+OGbPdcbdg9M9dyuzHfmdYaWqfft6s1KmEm1Msen+Umgs8zUoreZGVn8Po93/M9+J7v+Z7gZ9vtFn/yT/5J1HWNqqrw8OFDvPPOO433/tRP/RQ+/elP48033wRgaH1iaxcsmAMXmxq35A7i9Hbwc7doH1PNqzabQWfYVCD5EehvdpI7kq95zddthjWvKurz2mKCVe+OoOaV6uS6+7z2MXORiXPE4NLMLuV01rSHufwets9rs3aYt8oJpGTSs92ddZFOdk6y4XkNm5CRDWN7AWXNYaY2bJK5735S+Hsz+R0l5PRCwNW87nM/uprAnu9P9XgEAF0njHKIWdY6+FMMq5pKj4dUEXWNye9avacs0U1+Y5n9zQuhbOu7Ud2GyfBnnOvhW+U07zEN0Vs2rHW/3tdyRXXsU+1vrAQ/9ZzBy4bDmleRXiOGznmuu4G5Nkrb0p2WtXtFNcfWbbhXqxxn2KRbROaJMqoFk2DQ1V2v1/iO7/gO/MIv/AIA4Od+7ufwXd/1XY3X/dqv/Rp+9md/FgDwq7/6q1BK4ZOf/OQew12woB8uNjVuiy3EOlPzeiR9XoU1bAK42UJZzesYtXHCmppIgbwZAUQQ7DfqS5zRVGLcyrbKmaPmVaYXEG8jkanty/Wh60KJ4YQLPNMqldRrzd+bNbuHdhv2NYSsnokZ+IStcrzJVFfiwtXPuo3a3B8y7cKqtxeopZGFTt0qJ/zM83x+xWTDXS2k6AW85lXtU4Ptgtee1zVX80rzOU98uLY6dfCeMWteKeFoXEwnRktgVIQ2Y70rAGFbaY1W8zpFIlvl5zAl+hs29e7zSrWxE9e8Bp4M8XW0rrwpXwSdWeP6zAPS7ZPM+agPa6thk605NnNA3ngpAJUbublG5c8R+FUsweuUGHx1/87f+Tv4mZ/5GXzv934vfv3Xfx1//a//dQDAP/tn/wz/6B/9IwDAj/zIj+CXf/mX8elPfxp//+//ffz4j//4ARwkF9xkUKscERk2oYej7xwQWrlNpOtFVuQ2rDBGu2bnItqSjeetRIw5Qpx5zWd7hdoZw6Y5nv9E8AQw5jUX/A207E8FmE0w1rfH8ZIMUgmLOSFCwybzM74xCZyQBdXpdve3pc/qg9eZW+W09HmtHfN6/dyGCUqLpIt1aoPKW+Xscz9Kl9Tpd11zjuwpt2Fvzhf3eR3xu2TM6+QYwbDJHOdIVEc9ISdgXgGMG+g5t+HmHKaG9Hl1RmQ9DZtmdBtuXEcdug1LKdj62K4uKkLUW9mpMFqOUVUStZaAqjuMl/iQbPKLVB1tjG3KwGrBJBis4f34xz+On/qpn2r8/M//+T/v/v6Rj3wE/+Sf/JOhp1iwYG9cbGqctrkNH8sCztyGq2oFBRRlZwUwjrzQXo+qJasYMK8kwUvIf1IOoEIrbPU8fV5TG1f7LzOeEua1xzXNt7bx0KL93NEB/d8TfWr3YrpGQOqzmLRGM6tObGtRgCOJeSWWYeZEp21zEMsH9eYcO8e8TnvhA6Zmps+fSkYESCSAJJMA7qMEcJv7np81F7w6doQnGSJnea1tff+YwauYj3nV+8qGaeN9RZlXqbZAhdGY1ymYaC8bbn5HekCrHNWzvZOUVgkzcZ/XpDM+2yMEfV4B59uQkw33eSYp0ebLAUqZVwGtdjZRWXC+aF/T6LKQeG3XOBbsj+XqLrjW2F5usMauwbyKCRasvaBrt4mUdoNc2ud1FIbGXo+VUNlNkelP57OqBomFJ14w7YZuh3mC16CglX0WxVxyk6MYmAEWRcxr+UZfpDYE6BkATwpex2p+kmuV42peNTqDV8e8TsGMFSAnH9TP3sf5+k0AMzCvRffS6GcFYL/PxPMZ1NnRdyRFUPM6WAkwUDacbXWmEpLaaK53DM2Ic5HzKZijz+uNZ15tgmAs5nWK62G/o5TSMFhHSw9X9/MBMK3tzNmmQSI4j9vzaB2Ulrh2e+Zf7H0DE3ZRAquMeRWodWWY19KSq6gcqvV9IvO5FoyOJXhdcK2hbI9GcRIaNh2lbBi0MbSCiOKa1/0f4xLWkZwCzT8S2X8KVOJrWhuZ11w1r3xaCzcPfuFMMq8Dm6WnpL0x6DsqCjyDer3m+A9d85rq88qZuLDPa8Ve235cz+L2YxnGQ1M+qC9fQp8/w6uTtwBMH7waxsT+Y6bPz5MiSSMzttGk+7gS4/R5la5vZc8DZDwLlEpIzkU0L5EsvbBnZglc/d0ssmGSpA6lu9NJmquC0Q2b6DJOwbymZMOif/Dq5Og95h8FMXnNqw6S1zHzqhrzfqrmdW/Fk/aKCvOLNuZVWubV1Lz2MWxSte9XkC9zyHyuBaNjuboLrje2rwAAYh32Ljw2t2EevFLNa8nCI0pNBzoPxFnHnBlBUzYcbDqzDqBms7FFNVPNa4fstqhepU8GmF+D9jFpdCdkczJkHgAfsuY1NJ/yP9LR7wGfPFCQ3U7Trub1ME3edbQZAgD11PQvf74ywevUyRfOTszHrvOkSOKcCeaV17xm31cCR90PZF6jOZKSkTywi52J6c9RDcFmNWyizzww+M6Ud1wVVHpsw6Ypa17TsuG+jCjdVy6xXfIeyMn2N85vN7E+0XUUzm2YqZ/c3JYOWHvJhomAINmw6l43yLBJqJ2R/xYZNtn5USnr9dHyvqH1uwt6YwleF1xvbA3ziph5PTa3YSgmGybmtXtssjR72DkAfow88+paiVC2M8U6RvU8+vwpAOCFOjtozSsP/lIY2qYklHq2Z2SNcVGZfBZIM8d7BQsjQCfGIYSAdm7DCTa+IOCmjZ4sqF2aBIlNrHr6NQDAi9WbqOT0SQMuv55LNuyNzNK3fSBddzWvbJx6+HURQ2XDNI80ZMMUvLLAzrH/JC8cX5YuHDszfUBIQedgl3kK5o8kcdsX0gavYqTgNVvusg8ogEu1yhnAvBKj3ye408DkNa9peX4B85pjKHsFr3E5QP6aE4xsWDrZcFnwauYPKRR2tV5qXo8Ey9VdEOC9x69wub2aGdkU5I5kw2HNq8xtfg4E7jbsNxftY9vfuIMPICdV9VBgfV4T544zoW6cL58AAJ6qWzMFr+11J9nlvIR9Tr2t4teufVHTurtlTK5mN8V4HgY+aHFCbMGz6v56SNEeGIWHjZnXIwlehcCz6o3JJcOAuXdTvRCnhHZ7zhIjs3TN63DDpnDOKwYFpPFc44xt/D3oPpMK5YWlPTNLMGfNq07V9fbBFWdex6559bL5CYLXVKscSJ+gK4RjXqtytl0PcTXucXQAyZY3/pnUjaSlTs1te3pNaB0npbqZVxO8lnVqEGtj1ncmttjVqrjmdXEbnhZL8LrAQWuNv/f//nX84r/50qGHMgqU1qjqdPBKm5ujyT5r5Vk7Yg26Fjga+xib/KIFRMCFfolze3leOG718jEA4Im6PZNhEx+TX+x5q5wURC5o7EC4SLUvakUb/Uz21m2yMkHGXEgZRwVtEBKGTVqnzYA4iGUWUFD6AIs/jZsltNSTr0Hce4BtLSd3GgZCRnO+5ZnJf3ODstD270Gf1z2UAIPdhjNzDW1g+b0molp83cKKDYWYsebV1e4ODL59648jWft6YoVxa15d87IxE9ktNa9DmFdi9Pu0D1O8O8DYUM0EUMMEUyuryvBvSwWv/Bi9FBzOt6S8BVYlpZFTKxuEFqhbxOkdAMAtscHWBq/ZdT4wolrCqymxXN0FDrXSOL/c4Ytfe37ooYyCy02NM2EXuthtmFp4HItsmNW8phigJFrs+Hufv4B15EYTLtsZTNYZNuTVE2gIPNe3UM3AXuUWRh905Wp603Lj7tM1pcm5MZkAoUs+y4M//lpeY1g8vPFB1zHKMvuNCXspr3ntdmwCAEitijYVY2MnjAxRX7xwP1NPvwb5+kexU2oW5lUG13Eu5rWZjOAInwWS0HHDprTRUwmcVL+3bDjcuBK8GiWhhqDfJTbe+4JKPWZhMxN1vb3gGKurx7wqrVGRodvYrXJGZV5bal6F9OU3pYej77wX8yomZ17DRGv4nAmtrOLGX4OUqkQk9hAlENE+ybcTamFeK4GdloCuTSq+ZN5ZnUILidtig91OFde8LoZN02K5ugscNlszCXz1w5cHHsk4uNjUOBMb8491us/rsbTKCVyDSxuMuwByDOY1kUFtvgieec33eYsdnPXLx9iu7kBBzl7zyiMpX2+Te99A2XABY8tZ3+4YLs0cIwgWDhm9NhlsY0FCGxMmG3b1ht2xGH1uifogweuHJx8DANTv/zYAk4RxwetOzcK8CuHluPNlKPx9lRkU+zvVvHrDpniD2uvMcthndS1DcoZNiT6vqi6vjesLYsTmrHnFULfkjLHeVUBda5zY4HWsmteU4mJvUKucVM0rKsi+zKuVSvdxyNYQvRneHgOCHZD7kRsbM3U0Hg/8jQlVyUCvCRndx97hOf9cr5xhU12cQBBCoK5umeC1VkCL23Cuzd2C8bEErwsctjuzKLz/5Nz9/SrjclvjVoZ5RaY+81CQXDbck3kdZZ9fELgFi6E7d4LljGXDr55gs34NQEG95xgImMt08JfC0FY5qXY2zdf0CDxzdTOiPACeEpypI2SDLukZ587PTYZNOAzz+nR1Hxc4Qf21/wTAJF2w20C+8VHslJ5FNWAMm+gf8yzPXQZR3DRM279LCfd9FzlJZ0DPZ+9AMucLQG1UWGAjote694xZ8ypnrHlNzL29ELcOukKolcJajN3ndRrmVWVKJQYxryQb7su8jvmZAjT7vDcUDsi7DafWCPPzHs9ktua1XTZcQ0JoMmwqO1+9voVb4hLbXXvNqw6C1yW8mhLL1V3gsN3R4g689+j8wKPZHxebHc7EBlpUjfoYOUW2dQ8IKDchCiFNc+/OmtcRjW0Kal41F/gkzaJokxgbNj3GZn0PAGY3bArNItprXkO9a/k4c61tohfZcxcwkInWJHx4JdLjaZEKXnk9E6thIkaqIMBxzCuX0M8IKQW+rD/qgldyGpavfxS7WmE9m2HTQBOjgXDJiAIpXNgqh573feIoG/QNlA035u+dCV55YOM2kcQ0urrYEfu8OsOm6dcT18t24LzvjG6OZO3rg12tsRZjy4an2As0JbOEuWpeJ5UNq0TJUuzabGXD6ZpXXueaK5Nph5sDonKALtmw0sLJhksnLr26jdtyg12tIcOdUDimIChfwqspsVzdBQ6bnZ/o3r0G0uGLS1PzqlZnzV+6mtfjYF4FZ15R2GB8RLdhUeA2DNHeKsctrLFs+NUTXKzuAsAs0stg/Mma19zCM1C+JEuuHa9X7Yxe2V+b9bTGsKl4eBMgw7wmsuqSGzZ1DNqZPx2IeZVS4Pf1R6CevAt98SIMXndq8h6vQMS8znYN6PvslsKlZcPDkymU0OizKTdjovr6aK7ZXgIAVqdsznf3YF41sjeIEVMz9Hnd07Apy1pfAdRKY4UaSqzGk2VOwLxqW7efjMWEhOxd89qfeZ3SsMm1nUoxjS19Xp3KI5Pw7SOL9m7D5jOqgmS+6/OqjWy4dJ1RJ7dxW2yw3e3s+Mf1zVjQH8vVXeCw5cHrB9cgeCXDpqjeFWhOtIeGAGuVA2pLUyobHpl5zWQ/NW967hbF5iKk2IKp6y30xXNcVoZ5nUU2nAn+umXDXALdYzPdx224IPAMHRyb4y+S4E6IVL/cwCU35TaMcsZZipZWBBNCQOBL+qMAgPq934Z68jVgdQJx5w3slD6AYdNcy3P7c4GEEoAnK/YyEBvYKifu8UhQNnhdn/o5v9FSY4JWORUZNs3pNjyUeY2D+SuEulZYixpKrsY76CQ1r83Azf1KVIOD16qnbFhM7jacCELdORW0DmteaY7hya6h5Tox86oKatmFEKhRQWjVi3nF+jZuiQ12244ey7mSnwWjYwleFzhsWJ3rux++OuBIxsHFdodbYgPE9a7wE8sxMa9BWxTITlmXTrCfg89f4JKnhbA28UhKlmWixY9+9QQAcE7B6wwTetAmI9VqZmTmNSvzDUflzl3KQMZ/P5aaVySuo8gEXcS8ljDO9PvqYMwr8GV9H5AV6q993po1fQRCSNT1PG7DQmB2w6bO5yJzf+se93QOcnWGWguoKqGOaX1jWqardyZ4PTnzx4trXp1seEzDphllw21mQEWgeaS+gsGr0lhjBy1HkgwDbD4bN3jNztNC+nW09HBDZcNjfqbo6ACSKieucIil0w1fj+jv/WTDUbBc6CJuZNu1CexLn6HT27gtLrGj76HE3G6RDU+K5eoucCDm9fbp6lo4DhPz2jBrQl7ieigYqSRnXgvqYlLs50CUBG5GHtgivWtkXgH98gkA4Ly6i0rO1J+UJLo6Znrbg4Js0Nh5umaAnDi4GVNJ4Mk3KIms9D59NceBiP60QRdl1SMTL6VFmSO2/ayHCl6FENjqFeT9Txjm9el7kK8bJnZbz+Q2jONjXmVmQxa22Bl45rM7+LFn34cnb31br/e5McWtcnYb1Frg5IR5HLj6WHIltX2Ex2yVM6dhk5MND73oIjzOFUKtNE5EPXLwGtVqjgEXvKaZ1wqqV+J8aKucqd2Gk31e6XfEPvMxieYaLDOBbBeaioqy/RDVHJu9TNkzJE7u4JbYYrcl2XBunU9cjwWTYAleFzhQzes3fvQevvbhK9RXcHHjoJrX6vR243c52dmhYAybesqGMV6f15Q0MPEit8DrBPPqey/6catXjwEAr+SdWWoGzTA5Q8myvgm5a/i+RG/IktMVMbZ8o9+DeU04MR4L86qihVrrZtBl5MRl1WQSJBs+kGGTEFBKo/rot6B++AXo5w9d8Lqr55EN8yTAfMyrva9y58vI2CkhoZB2VS3Bvdtr3ProJ/D1X/dmr/dRK5yG9HV3iY1e4WTdHDP1NdU2sBiTGKkqiVqLhtP6FPDyyP1a5VxJt+FaYSVqqLHMmsCY+RG/O0EJktQvY6OhAhDzSv2Ei97Dy3xGR6LbgFufvGzYtMrhzGtzbtOJYxQh6hhR4jZsRlVB9unzCkCc3oYUGuryVfs5FuZ1NixXdw9cxZqRNhDz+o0fuYdaaTx8cnHgEe0HchtOBa/eZv04ZMNS62AiNX/vuL/2rH0KUOCYG8qG7YKR6NemE8zrK3l3FqdhgG1GoiDPtwRJX6+c3LgTKXa3MShf+9kFLg075ppX/llNrab9qQx/bpoLdF9P4ZhXfTDDJqU1qo98C1DvAK1Y8DqPbJjXvM6Xue+S0/MNmb83PfM6PM5eryr8yP/5O/DNH3+91/tcwqgRvG6wxSr8rpy7Ls1ddVESqd947H0+Q/C6r1FfzuzqKsDIhmtgAuZ1zL2AbmVeSQlQfq9Q4kX2YV6FQNmKMwCUQEm0ynHOyFojXg+TvghZj4p2NDpGuD6vXcyrCV6lKLdJF2d3zHsvX9BP0q9bal5nwxK8DsTFf/9f4f3/348fehijYmOL0b/ho8YZ9qqbNl1ua9ySW4jTpmxYxvUSB4ZoyIbLmddRZMNZkyB+NgEZ1bwGbWkSGWX18jEgVzjHGaqZMpE0/oa8lm22kyhinxPnK3Ibbg+cw5dmFnNXuzcbKZdG4joaxpDqmVjwLY0rrSoZMKt5HeOe7gshzLWtPvot7mfyDc68ziAbFuy6zvUlu/Ok781cSYGredXzy9iFEKi1aAZg9RZbhOxUPC9pZ6Yz3nikvc/R1d5sBOiR3IZjyfVVQK1Mqxw9IvPqr8eYwXw+AaddyVKP4FUNq3mdTDZMsxQPFN1zxpnXXPCaUxf1KdcJ93ClLaS0ZG7PheerbPAqNi/b35fqvrBgEizB61CoGue/97mjYe7GwLb2zCuAK1/3enG5wym2EAm3YbfBPpLss2zIhmX32EZslYMEg9oA7e6Dc+drXgBAv3oCcecN1GqeHq98HM1WBe1yTBnUcA7IALe9r8MUJ3hpjgEOZMMHjV6D8QAh85qWDZd8bsu8CnUQt2GSDctbr0G8/hHzM8u8zmfYxFrQzFTzqjuZV34PcuaVJYmmG15mTEj2sRT1BrsoePU1nt7YZexnqJICte422RsDusBVtQ3ebXgGlnhk1LXGWuzG6/EKJncd8bsTOl+3LwbsPbxsuG+f14mZV56ojGqpU8wr/TtnENnnnnbBoY6Z147gFfwalp2vOjOEDizzmpubwx7zS3g1JZarOxDyrY9DXbx0bqrXAdutmQReu3OCN++d4t0Prrbj8O7yApXQwEm+5vVYpFMSTbfhOVvlhAFTJmMM2WrYZMx5wmuqXz6GvP0majVPn0wzELM4Kd2v5nW4ZX9B5jghtc0eL+e+2CMAnhSJ65ir1ZTCNoUvGDNJoatIhTAXTABu7uvVx/8IxN23IU5Nxn0uwybJy9RmZl5zCYOcKoO7Dc+dTDFMp2iwh1JtsRNh8OpbathgTSuogr7DfeDu/zkMm/Zt9XOVa16VMrLhEYNXHQVd4xxUN1hHf77+5l5a1VB6QKucidyGXV1rqubVrf9N9tkpcDJrXL/gNWRe3fXsZF77e1usbpngtQ/zelh51PXHiM2ybhbkmx8HAKjHX4G88+aBRzMOqFXOupL42Nu38e4VZ15rW1yfdhs+rppXgajmtUTyMyLzmmrJknhRa6ucFBuiXj1B9fbXQ53r2eo0XWKiIQ3skO4OrFcRJYuhMzkqZyDrWI7pjHUOm3NMMXXcsCl2oNTwbGIbXJ/XA9W8CuFFA6d/8v+Ak//pZ9zv6lqjmol59TWvM33PHUmRsOY1IWM/mDN0Baht8HOpNtiIdeO1gJ/rtVa2bny88VRSoIacN3gdyrxO0dd0JuyUxqkYN3ileUeNmshumcOc+3WPe0Ub86M+xmjGVXda5jWcD8J2UUKrxHonoj8RBbI9gtec23BBzSszaCg61+rWXdQAKgpeC1rljOlmvqCJ5eoOhAteH335wCMZD2TYtF5JfN39O/jah6+gjiS4G4TtOYB08ErOpkcjG9aRbFiUyIbLZDJFEDmToOBFDcOmOODTEKFh06snELffQK3m2fybcaRrXrtcVYPr2Mc4ogfz2kc+25A9d9XszgSRCFpC5jWUDSvIXp9bCn0Y2bA1bAIAsT4LkpK7WmE9R/CK+d2G/Tag33ORMu6aC0IAG72CsH1dCVJtUcfBq2tj4+eu0Q2bpFEYzGLYVNjPMgs7qYwbrM2DuraGTauT7heXYgLZMFpkw741T4/zqbq3UZ85/4xuw5Q0dmZOKcMm2Xif3HfdjdyGO5M6A9jR1S2jwKl2xLxmZMMDP8uC/liu7kDIW6+huvM61OOvHHooo2G7U1ivjLX5x96+g8ttjUfPrrDj8CYfvHop2aFDAQMjG2b1ZFyim4Ees+Y1YFdyciffXD3VKkc66ZzNhG7Oge0F5J03Udcaq7lqXnPMq/tHehyyKIBPnK/hEp18UfHxpDCsa9zg3QfAB562RTO4Cl1yQ0mYjl6bPSy7Pw7FvOaUGLt6Htk7Z17nWp6dbDJXC86ZdBnOUUCZmmBsSCFwiTVEHQavldpCxU60jnm1gaWreR1xPMS8zhAQlrYEycE9n0ey9vVBrRTWooaYoFXOqAZWyXpPi4GGTQqyp2/EdLJhJAJFz4TyJFF4jyZ7WA+tebWmbb7mtWkimYKWTHBa2irn5BZqLVDtqFVOAfO6yIYnxRK87oH1g29A/ej6BK+bncLJytwSH7tvMk1f/fAK173ubOB95MGr1trU5kZBUHHN6wiPcbLZeHy6wG04z7zSIkI9Xh3zOlPwCsa8hpnqDnnkYNfD7msnegSeXGqbGP7Vq3mFKGNeE/WUc8IYNjV/rrXGrtazMK8A3+DN9by0B8tCCr+vT7AWB2lrJIRlXjfBz1d61whepTN2oQ+hR283VQkxX80rBQ496h85pjAomgvOsGlU5nWC1kEtNa/O5KjPvaIUat2vn/Kkhk1IqL5cEsC6/qLJPlOCLNfLvFe5jgg/o1NWdPQ/DmpeC+cuIQTOcYLV7rx1nHwNkwvzOimWq7sHTh58PdSTd4/G9GdfbHc1VjZ4feOuWRyevdy0veWoIVtkwz54PYLvjiZfLskryJp6g4L9N2Fh4JaZ/HmNSabmVWkvG6Yer+LOm6iV7rXw7gPOvAYb1A6Gict8ei08wWvbmdeyIA424IsXSbvJOnBG19W8Rk7Tjnnl11EAWhf2eQ0k3ocJiFJlErXdFM0le5+95hXtz4XMfLeHlg1f6lWDeV1hC11FgQ3NO6QImcBt2LfKmWE9IYZp4HVvMGRXCNTnVYwavFoZ9ajBfItsWIa1oSUYwrxypdToSDGvsY+ITpV/pNYO9vcec6xZc1jSQdfu5+3vG2aqdKFPsbbMa15hlWaUF4yP5erugZP7Xw9sL6BffHjooYyCLWNeT9dmgqXer1cR0m5sRMJtONWT9GAgOVssG+7YXOhRa14LmFf6uVYZ2ZBlH8hA4aVhXud2G5Yukx6uTV2b7VRP2KLzFTC2IsFW5uBrh0U4QYvGXw6Ctj7A5gVh+wQFWRSMStm/hcGYcLd39NztbAuxOdyGAR68zqtUyBs28TE1exofyrDpUq/dHE9Y6R1UFRs2xZtqZZ3IxxsP1bzOybwOrqlztYlXb22v6y0qoSFWYxo2kax8zFY5bYZNxLzuyg+oFWr0Y15RYvo4EKmyIREF5SJhWpWa2+RA5lVGzKsi5rXruRjgNgwAFzjFuj5vfV+OUV4wPpbgdQ+cvPMNAHBt6l6NbNg82Cc2eL3cHkFwNwBKa6yVDV7XZ43fH1X2OVHDpARrpJ3DiDWvMph084ZN5rymc2d8bglaTCLZ8J03jFvrTDIaWjSM7DYlG06PI2Bbh/Sba3sf/bwkiAOsbDjjNnzoadsx2PE40rLh4j6vh2ZenZFNHLza9jnXVDbcVWMr7L1oXtJkXg8jGzbMq6y9MkhrjROxAyLm1TNCvjZubNmwFKbmdapggYM+x+A+kle45lVvjbu0PHbDpha34UGqL1VDadnPsEkIYCLm1SdQEsomSqrrZsszt2Zka17LpfBUkhL3nu98LgbUvALApTjFiTqng6RfNLB+d0F/LFd3D6zvfz0AXJu6VzJsAjzzenlFmdfNtsaZsBubdUo2zAOxA8Myr0GrnIKa132NOwKI7mykGx9nXhNtUQLZ8PoWxPps1ppXIazzJ6KP0oN57ZM1DRuuZ97XSzZM448NpyhYODAyxld0fwSyYQnUkEXtfcKkyWFkw0BzSvDM68zB61w1Ux1y+oB5TUjkD9G6yTCvkWy4tm1zosBGiChYcG7D443HGzbNsF7S5xh4P7rWMFew5lXbGucxZcOT1AAXMa99al6t23CvmtfpZMOpdk2xmk2YF0TvbDKvwR6i57pr2rORieS0zOtGnOFUX7S+L/e5FoyP5erugersDsSdt65Nu5zNtnbBq5QC65W8ssHrxabGmdiilifJSURIaUxIjkE2nAxCS2peR+zzGmRQO7KKWgNontuZ9lBt2asnrt3IvMGrGUeTuezYpAeBePnUKOleYudIHLz99/ylAo6tTI7/0NN2JgngL0GY0PjF8z+Kf4c/UnBYzrweTjasVEY2PNP9e7Ca16wLt98CB27DrKXT3BAC2GAdMK9wgc1p+NrYnG8C5rVysuE53IbN5xjqIdAI5q8QtE1QyPX4Na9jXg+hVT7Asc+Qqvv1ea37ug0LMXmf16SyycmG84ZNyAV5spx59YZNVMtONa8d82ai9KEEl5Ip+ApqXhfDpmmx6n7JgjbINz8G9fjdQw9jFGxrhbO1f7BP19UVD143UKumZBgwapfdpG585XC1R3xjKCRkx9hokz3KJjeYdHMLJFvkE85+3rTHyoZfPoa48wYA0+JgTubVhNcyUDW5liAlzOuQ2hto5MyuuIlUF6hONN5gix4B8KTIyIYpqA4NmwT+h8034ePVnYLDpsyA5kNONlyTbHg1E/Oa2OBNCX9fZWTDAobhEPFcczjDJmmZV1lvoLWGEALbS8uKxMxrZNhEPThHZV7tMzuHbNi3BBnqNkxBxuHXvr7QW5OgGFM27GTlI8uGc27DqCh47VPzWkMNcBuejnlt+m3IKpTni9h0AunEXFD/2rNVjgYCRYUZU8c1qrhsuPx6buWpy9kXMa+LbHhSLFd3T8i3/oBxHL6CEpwY263CesWDV4nN5moGr5eWeVWrpmQYYIHWMWSfE+YHuqDm1fUtHGGSDOs9c27DfhOoHfPKjiGELYcl2fBjiNuMeZ1JdknBpFk7+SLTHvwJzqD2ygCzVjAdzGsJa+rrRKPD9ZAeT4oc85rKqtOPSoL2I5UNbw8lG56r5rUgqUMb8cANlOSnh2BepTFsEtBOLryzwWuTeaVWOUw2rMd3G64h5pUND2R2GtfjKsEy7dX6tOOFfTC+/0WbYRMZ0+k+zKtSNhnbI3gV3b3ih8KznAkDN3dfNfu8ujU44+zfTzZsEtQ6qnntkuuKgcaAW+n3ktm5I/gsS3g1JZaruyeqNz8O1Fvo5+8feih7Y8NqXgFj2nR1mdcdboktkDBrArw08xiYV1f7EpihVN0Lj2M/R9iEcce/3ALiAjDNpM6ceTWLCZSCvngB/fIR5OsfMUOds1UO1d42aka75JE8M9x3Ee0KXunc5cdrbLA7ZM+zITOOS32CC70KNyPChK0l63iyZ+CMoGudZV5ndhvu6lc4GrIGXP7XvuY1sfE7hLkWjGETAOitCVqJeY0DG8c0xrLhEecjKQGlZzJssnPvUFmiZ16vXvDqZMMnx8+8ZhNw9hmqezCvYohsGNPJhnWC5XTzNynCoBprRC7BqXRqfmmHK2eI+rx2rt3sHH0CzF3F95K5uTIjh14wOparuyfkmx8HcD1Mm7Y7hbfwBHprTDCMbPjqLXAAcG5lw6ker4CXZh5F9lk3A0ENAdll2JQwTRiKsPdZ+nhu4VEKFIbFDcbtMoLd1z4PAKi+7g8BMAHAXDWDtBjm3Hpzm+1cP8su8Pdlo7QOaWZwPClsb9Q4+LYZ+0NP2xnm9Vfrb8WPP/2+xrWTsqy+MJANH+Az0sZwuwufu0Mxr7O1WiCjrcyvw+eCbS5l+j6YA9QqBwBg16vthXEClSe5mldu2DRuzO2dT+eUDQ+8H2P35auEHTGvYwav9kYYueY17zZMLWX61Lz2N2wyz/VEyXmtUMfJ1ajlUKpVDhLJYS5u7ps0DmpeHfPaHgCLgbLhXcX2klnZcFoOvWB8LMHrnpBvfgwAoB5ffdOm3W6H7374/8Hmf/wFAFe95nWHM7HNBq+SmNfDe7cy5jWU4HTVq6h9+/0xiBLm1U0XOul07BhDpVB/9beAao3qnU8COETNq/kvvDLEfrYxTPTKPouo6GRshzC5DVOZmWsh80gzdTtxgvfV643hCVH4+VOfdUZ83dumH/SX338R/Lye2bDJb/BmNmxqZV7p78265IO0ypECG2Jed4ZxJdmwjJhX74LKmde4jdZ+oGSomEE2rLXuXf/IcVRt4vrCMq+xNHwvzN4qJ2/YtPviv4N68WHicKY3cV/DJjlZq5ymY7dksmGtrQtE7Ivg1rDmvkHpfmoCQeqqWDbc8VyLgW7DNS9By83NwT5qJuXMDcUSvO4JsT6DuPcA6sPfP/RQ9sfuEmu9ce7JpydXN3ilmtfq9Hby985m/Qiyz24Ri3oodsuGR2ReweW/OfaQMa+J4JVMSwCN+qu/heqdb4aoDDuyUxrVTLJLyjfn3HpzTFEQhPZMCGin4G5nXotaxiAte3Zyv4PXvOaun/0zGp8Uoiy/wo57CMOmb/q61yAA/M67z4Kf7665YVNXUiR4LqpEjdtBJN7AJflNWua13pg/q9Oz6LUx82plwyOPSRW0NxsFloUbGnwP6jN6LKB2SHZdGQMiYgxHgdbZ50JWVPMayoa11jj/b/5f2PyH/6Y5Rl2bPsI9vnJd0LFgMBKO3c5sSWt2b8UDtiqP4H2ZMp8OkMLKlwNQq5wu5rVgr5MAD15zCf6AeZ0t2XkzsQSvI6C6/42oP/jioYexN1a1yVyrp18FYGpeN1c0eL3Y1LglNqjO0i6nrk7xCLLP5DoYsxpdWVNXdzJ2zWuH6RC0cqxv6K5nLqfcvoL68ItOMgxQzes80w136+UfxTdIzwdfQ3tsqk4zqPLAk8ZhpI08tX04mWaATI0kjTVmhEShbDj4XAcIXm+drvCx+3fwhSh4nV823NzgTYoOM7Gg5jURvB5KNryJal7rjflznZEN801u49kaAfO5DZvxD23103BfvkIQjnkdMXilcowR3ZdFS82rqDLM6/YCUDvoi5fNNyll+rb2NGyaSlmmrSw67LBn+5Mr5etQszWvIfPqg9fyz+fLGSLZcBfzGsiGy+d0ve5mXkPZ8BJeTYnl6o4Aef8T0M8fQl8mJp098Opii3/yC7+J88seluoDUSuFE5h6EvX0fWilcLq+un1eLy83OBE1VmctzOuRBK+pVjkocRtO9ocdhsCivsttWGtWXxIyrxoCt55+EdA6CF7ret4+rxomK5tqf5PNiAfy357MqztH7n10TbuvAdXPqSjTLnqwt1Mi17KHvt748spi2TD/XIcJ0L/pY6/hd7/6LJBUkmx4rvt3aAJlMJwgIf9ckKGKTCRTDtWTl2peyaOhtn+uYua1wTQq6D1ktzloMY+HglaqMTf0gZcNX73gFYqY1xFrXqfoe9viNuxkw1HNq9s/Xr6I3wJhmc5eEKKz3d5Q6M05LvS6sb661jVUhxqHGPT6hleGaCSbu0DrfCwb7kqSD615VWu2l8wmqRe34bmwXN0RUD34BACg/vBLox73819+iv/2N76KL3z1WfeL98R2p3BL2Ibvagf94gNT83pFW+XsbPZS5mTDCIv9DwlVJ4wGCmpe3eZjhE1YIKXpcBs2fV7zNa9SbQBZofrIN7vf1WrO4JXVvPJTdjBFQghn4NyXJfYOse0uhCUSS5eJjlv99DjGlPABeoZ5bQS1ouwWPbBsGAA++bHX8OJ8i/efnLufkWx4PZdseO6a146kSF42TAZi89+P1OcVgGGsAKhNOniVsZGM1nsFfznoGfu89mWpOBpM9BWCUMS8jhe8unl1RCY6bVZkf2eDp7hVjt68Cv4M3qPVgDmxew8xGBfP8VydNWwKnJotKxtuzm1G/pso8+lA3O4w1Xs2BSmHMa9ifYZad8zNXA49k1LnpmK5uiNAvv0NAAD18PdGPe6FZVzPL6ZnXjc8eAWgnnztShs2qUuz+RQtNa/KhrCHhk62yilnXsdxG2aZ0KxjbpN55ZM13+TKB98UmGrUSs1X82qZoqbbcFeAyYPQfmPtfJ+L3gpqXu34G7KsA8o0A2RqJGmscaAqRCHLlaxPnhff/LHXAQBf+IpPGO6IeZ1rM2I/ex/TsHHOl/+1a38sU/Vi828jJGdedyZoVVuzfp2chSZ9vq+pZ2imkg1LzGfYtC/zehVlw5LqREeteR2fiRZQeSWDq3lNM69pBZ/ypSmF0EJMGLw+w0t9lmBehbmO3gQiGlN7zWtPP6pwD1eoRJMrPoeVn3C1qnCuT/zJk2PiSrQlvJoSy9UdAfLWaxB33hq97vXCsp5zyIa3W2X6olqop1/F6UmFXa1RX8FFzi0AJ+ngFcDR9HlVyYbfVUHNazOAHIpQ7pKWDWsmN3P1QVGfVwriVl/3rcF752VeeQ2N/3mXO2po2NTPKVC597XXwujCGI5kVGm34QNP2/QZo/uONgLxhqBcNsw/62E+48fv38HpugrqXil4Xc/cKmc+2XAZ81rHUltZfk+PDZFgXvXuEkoDJ6fpPq+8VU5fiWIJ9GyGTWrPmterKxsWyibYR615ZUZDY6FANhy3ytGXr4I/g/fo/sFriXprKIRlXmUiCIVWToV4LuL9V3MNc+tdrDTqgD+fra8tZF6H1ryuK8mC18z7Un1vF0yC5eqOhOrBJ6A++L1Rj3m+sczrHMFrzZhXUTnmFQAuN1dvkcPGMq+tweuRMK/10JrXssm6BHHtavpFfhNIC2+8eFEQF5g1aQ2tgWpGw6aUAUSuVtP/nks2+24MO5jXDlMcDrqOzT6v7cH3bCCZXUM2HP7pfl5s2MTrrg+zNEkp8ImP3sMXvvrU/Yxkw3MpB7qMxcaGfy7yioR066bDMa9CAFuQYZNhXvVugy1WODkJE09O6hy0yim9J8sxm2x435rXuHVQ6hRa47e+9HjYCSaEVDvsIEeV1E/DvOaD18oZNkX7Ose8pmte+8uGp2uVg8vneKFD2bAU1v1XaWw/969wIc7wn+Q3B2+jkpdmf/hhbsOmY0S/mlc5sOZ1tZJ41cG8yoAEOPA6fc2xBK8jQd7/Rqin70FvzrtfXIjzSxMgvJoheN1saxe8yrf/ANRTFrxeQemw2JrsZU42DNgaiyPIPjvmVYab986FRxNjO4ZsmB0jxx7Cb3r0e5/HC3WKHTMxoMVEQ6L6yH/mfl7T5n+myVxK2mxHEtYO5lIKn6ceWvOa+y5Ezs0o9dqAOQ4XeX6ugyETXOWZ1/41r4eSDQOm7vVL773Admeer53r8zrvcjmf7Kz93iSGQ0EGz7Db9B/gu6Ix1fLEyYaxu8RGr3AS1SY7+TXVvEIbw6YpmNepWpMEJ9ov+C4xKPrN33uMv/9P/x2+9N7zQeeYCkLtsMOq+4W9Dmrn1RHdhoF8qxxQMiVStOmNVYvtNo02OkKrosRnACkxRXJe7y4hdpcN5pWC0Orl+9j93r/Db558O5SMGHInGw4VWyqx3nXBlX6xFljmFOXBa5+906rywWtJzevS53VaLMHrSKjufyMAPappk6t5vZw+eNzuFM7EBkquId8Kg9er2C5HbKnmNd0qByDDpuNkXrUsZ17HYKnKal7tZnXzCvjyb+Dfb74xmKCFELjACq/ufhzixNedkex8LuaKKn20lkgxr3nZ8PCaVycb7qyFKQlehWO6wniunSGbC+4zZoLXpmFTGZMd1icf7jN+8mOvo1YaX3zPMCBONryaiXmlZXmuzL277i214Fo03LsP3SoHAGq5drJh7DbY6qrR0ijFvO5jeJSDEhJylmQotfoZ9m7f1zS/9j15YRICz15tsq85BCq9HT149TXR4+1zjANuJhlEhk0q6vPK5MJx3atAfTTMqz43CY0XGcOms4e/CUiJ/3DyRxNTWHPtoKSxRv/ey5r9n57vroBUVsNqXtcriXN1Sm9MviY0olqY1ymxBK8jQd7/BABAjVj3OqdsmAyb9PoW5OsfhX75GKfSnPcqMq9VXSgbPobg1TGvoWy4Erp1g+Hb1ew/ScqSxt12Mt793v8A1Bv82803RcEh8DMv/wt88Vv+fPA2ZYPsajYZJDGX4RqjM0GXex+Y4dRQt+Eus6ti5hWNurbd+g5+9fKT+Ir8WK+xjY5MEJ0jl4sNmwDXkuXQzCsAV/fqZcMz1bw6Bnvumte258I6iQfiEDtnHOC7olPW8sTJhkVtZMPNTSP9e4aa15mYVx0nEnrAB2v5sb6yJpGvZjCL7AOpdqgxLqPla6JHZl4z2+u8YRMLXjdh8CoH1LxOdT/qCxO8Ps8YNgHA6pv/FF6J28171M41gbxWCJMcG5BQMuq5UDbcxbxWVeVcg/v4Cqwq4WXDOXVa8LmW8GpKLFd3JMjbb0DcfmNU06ZZDZt2Crfk1gWvAHB3+yGAqxm8ruoLM5GuT7Ov4Q2uDwlaxOLgFUCrfb+reR1ZNpxdQOxrdr/zb6Bvv4nf3b0TZFalEHik7mJz8kbwtp2ad/PvZY6ZGr22mldHZvfPcptj5Iwc7Ibl/9/em4fLUdz33t+q7p71zJx90dG+S0gIgQADwojFCCSBsTGO8UbAfrPc5DrLtf3GdpzEjt8kjuPcXNvJTZ443o332NjYCLOYHbFIgITQvutIZ1/nzNpLvX9Ud0/PTPdsZ2bOMarP88DozPRU1/T0VNW3flsZ3xU1J/OCBSqVcH/8WozR9gr7VluyfSrX8lq+i6a9fJzFib814kdrxI8T5ycBcMurVHbcbi1osID3cPe2yLrhU/c6r7ORbdi8oTTisy2vxFChEZdEPnkJeQjTCz9LbXoFiuIbjjXBjHmttk6tHX5QxE02kW7cxnklUKZCJ7W2vLrPtYwx6EPHq/o+CZjn71eiEi8N4+U2DACpPMsrMyofEwmti08ES/JNvXzLKyVZDyTfxVvNUm9573XZxM0Nk6mwL04DhJ2wqXgjkkSgo/hawA1nwibP8CCzvQIvFUHNEeK1htCOxTVN2mS5DTci5lXVzJhXJQjaMg8AEEyPAPjtFK+KnoJK/UWFXc6uXQnODU/jo//2HE7Woeaue8yrlZGwiLguc6exHEg5WfKsRU9iAmzx5UViMnNpdMwrIYDKJGhMcu2fZ8wrzSacqvSalnYbdhd8Xse6uw3ntzVLeFjqvIzLskwLXDm9KFUvt1Es743i2LlJMMa4eG2QyzsAh/W/QTFT1u+2RLZhAyQv5nUWLa/mozPmleoZaG7CJk+8ynoSccNXB7fh2rufujJDyzEtw/IaT/HKA40IWaoEyjT373gGFGSjNtEHjiDxwOegDxypvE3TNd0NPs9QMObiNmz9FjP5bsOscrdhQkqGHlWDLV5ZYcyryiSkWpdD6lgMxpinF0T+ZjnPNly+h47dF4cBIuuJVnzclCiBzqzY2ypjXj36aWeSLrtVQbUI8VpDpI4lMCbOZxNIzJBkpoEJm6w6r74QaLQLAIE/aYrX37Jsw4wx+FgamhQsflwFbsNnhqYxHkvjGw8dtGPgaoWr5dUUT4bh/d1nd4RnvggjrvUbCw6y/2ksuhIAciYba54y8q5pynR/D/gasxgnhOBH8avwUHJj7gKvRIweJc7ESxVe0xLCOCuGS7dLCXBS68IprTOnH9ZCYbaTGFoTd/59Yvcvr4P33LIaO65ZUlbb1cYc15p1S9swNpXG2aFpaDprbLKmBsc2W9+jp+XV/F0YjOQu2mY55pUA0KgPzLS8UkOF7mp5zYoTxhgUPYkE89f+FmtU/dQZ1qm1v8Mi4tWqLd+ItUclSEyrg+XVFBx585YxdpY/PzVUeZtFEjZJ1LT85Vte03GQcJv579xyOQRVZBsm9anzapgxrzEjUDA/fWN6C0bWv58fx1zmKusz5LjXWmEyVbgNE6fbMDObLmF5pTRrea1gXFdkigSzPPmKW15nPaniBYAQrzWEdizmu6KjZ2vSXrKBrjuqKV6pPwQi+0Ai7VASwwB++xI2ZVT+WQw5UPQ4BlJ2TMh0gu9E9w3H8dALtXMNB7LWVSIVug0bmve1t2NlpZmLwrIsr+bzpLkHrGUB/7ezDWvgzpsvrbipUKB2tfmKQQhwRu/AkNFcUZ1UZ8xO1dmGPSZO6jJpe0EIwS+Tl+HB5KY8y2uVwrrGkJKW19znVy1swfwO78RpTuaK5fXSVZ0gBNh9eBi6bkCWG9cf5rEJUDfKsLy6lcrJZhuene+KEMLFqhnz6iVeCeE1JMEYoGVAmY4E89e+VI4tXr3H7NTz9yPx8L8UZJOt7ESMuw1X+fZy6prGU3PTbVhmGoyai1d3MW9MDvLH+Fi1Lbs+SykxS8rk3SeZhGk4KEzYRKvJNkwo33iqsRs7S02BSQoykHPEKSFAn94O1dfMj3OxvNpjW57oNVxyVJTVF2e5w3Itrw634UrmUlmmOK+1ImEo0HwR12PsMVGI17ojxGsNkcykTdr5QzVpr+Exr0QFNUvL0OYeSNN8x/G3zW04ldFM8Vo7y2ssmQEhwBVruvDgc6dwbiRe+k1lYotQZ/r4Miyv2ex6NbC8OhagnsLNPEZZ/hZb8ucnbOLdyr2mcVu81rjEgQfUpU/8jxKJaUjW3adat+FSxcvLmdRy44gKP8tsew3b5Q4K6rya4noGTZcqOdQooiEfVi9swZ7DQ1B1A3ID3YbRYAFfTp1XnrCJ5pWeqjxurJZQmmt5lZjGsw+7YJVFs2poxuthebXrp7pviBrTY1DfeBz6mb1IP//d6s9jJmyqOua1jLqmCdtteG6JV255re0mqKfl1RSvbLpy8UpheP4ubMtrQcKmOGikw/x3bSyvvLEai9fkFAxfBMizlFr3o3UdWUWWV5ccFWXhWMOVGfMqV+k2rEgUZ/QOfHLivdCVJvfemOc2hHitO0K81hDa1AZp/jqor//anlBnQiMtrxlVMy2v3EJCW+aBxAYBsJqL176haTzxSl9N23SSyuh25uRi5OzalSCWUNEUVPD+m1ch6JfxzZ0Ha7ajae/A5iRssgqZl5NtuMYxrx4DetzfhQPaAihrtmQTG7kIrQLLa5ovhMINEq9u1srcf5eI7asq2YJleXVvm8lB7E4vxYC8oHRLHuJ77lhe3VW0dQvNxGJYMmtzA9m0ugv9owmcHZpuqNuwnW24UecsEY/tzAYqORedVtbUWVqoEUJ4gibT8iozFayIeGVgtkUrWYeYVwYrT4H7fKkefAJgDPLKzVAPPonMgSeqPJFRVWZWC1pCZDNmYG1yD/4i+gtIidHq+lgnJOgwaG3nEdsrpsDyOsAf4+M5zzNd4+XiisLgNc/YuRUcsdGMMbB0AiQQAZSAvclivwcGGKnQw6qMer7VwFIxGH4u3twcmwxbvBZaXt3mMCvLf7UJm2zvOWs9VOI62ZsHQEUbhM68DV79LFWOT1A7Zn+F8CbDf8WdYKkYMvsfnVE7BmNIZ3RIlEDTGdQi7qO1QM9kIBMDUsCyvHYDWhpRkqy5eH1q73l895EjdgmVWpPK6AhSHr9bjIosrwkVkZAP0bAPt1y5EMfPTdkWxZmSdf91/BypJV7LsbzO/GfsTA7jtXOpySF8PfE20KY2W7i7WQbzY14b7zZsTZD5L1D3562XYS1yq3VfciyECk5N8Z34WzGqdJdsK8cVC4XXd7ZjXr0sbp7XvQKYraNmf2q6bFUnAODM4HRj3YZRuVVgRpSyvALZxaUzp1yJWNl645MpMkwB0/hGsQwVhuRzPZaBAEZWvCZQPKSkKixR6CJema5CPfQUpEWXILDlw5AWXoz089+FPnC0ihPNtM4rzbpR52HERtB//2dwI3sevfIElsT3VXeSOlFft+Hs9WC6BhbjOT9YnttwZvdPEf/ZZ4u3yYrHvBqguckY9QxgaIA/BOIP55bNMUw7XqWbWfUSr8kpGD4uXnNyXiB389pgLmODy1hDCLJ1pCsUfbnZho2CPrkhSdmY10o2CJ3eN6XquQvxWn9mf4XwJkPqWg5p0UZk9u4siFuohHRGBwMv2wAAiTpn/WMqr4tKA6bltZlnHJ6nTNVcvMYSGTAA06ZrUq3hbsMqiL94nF0lMa/xeAoblNNgzLC/k3it+m9OYpJUmLApvxacEztWtsaWV3jEjHALTNYliD/neD1v8rKw3Yb9jbW85rsgWZ/R223YLFFThftSKYthNtlSOW7D7pZX6rJrPRtoShgqo0jKuXE/XjGvlTFXfKP52LvcrPkqz8KOQS3qN5d1nhK7IjnZQHNiXssv/1QPmoIKEroE6BqYoUFhGlgx8QoDLMUtWlbJi1rCiogF7cTLYMkp+Na/DYRSBG/8Q5BQC1Iv/KCKE/FSOVVbXon7xq0RG0b8v/8a6f7j+FFqMw6q87BSPVTUvbjRyNBgeFjXq4UQwut+Oj4niw3zv30hGHluw/rIabDJQftecm0T3gKGWm6rjk0OS6wSX9gUr461o2mhrTzm1ZzvapxAjCVjtnh1s7yyHMtr3ntdNnl5aTtUXyrHjnllPElUqTqvZsxxwQcogSI7++x+jIh5bRxCvNYB/xV3ApkEMvserroNK961Lcp3iOvtOpwdPE3Lq5k4oFtJIFPjbMPTSS76rCRItSaVSsNPNEiBEuKVlG957U4ew7b0Q9CO7kJTkE+e1ueYKbbl1SXjr1Ek+YergqwSpwD22rl0Xi7DtvoWCq18d+pkSoNPpjmDfz3Jiry8F0jpxbYVe1NN1kN+Tu9rB3g5ZrofC8zNmFfD14RPjt+NkcDinOezdV6rb3uuxLxabFrNx8FGWl6zHgKNtbyWKivmlbBptpYRkZAPcc1cLKYToIQBkruwMcyyaLbbMKmD5dVyV3QZszNvPA7S3ANp/kX8UH8Yvg23whg6Dn34ZGXnMUvlVPs7sxPT5YnS9K7vA4aGnnv/Ec8lluPl9HI0I1aldbg+cPFa61I5pmeBwxPMchmWe9cAmUROGJhhZh/Wx895t1ks5tVMUOQqXv1cvMLplmyJzwrHA9sKWEPxyhgDS07ZMZ9u2fCdIagFm7UeMa8Gqtw0Jtlsw8wsT1SqCUki0EwX/0o2/pUct2HvjT5AiNdGMDdWCG8ypPZFkJddiczrj8Awa2JViiVW20wrX73FKzEtr8TH40RJiGeMa5FTdbC8quZjpqbtWqgJvkChgeJuw3Du2pWgSeWxP5n9jyJsWhDjyVq7DTstr5bbcBHLaw1jXmnOZFIk66g5URguutkr5jWeUhFsULwr75OHkLQTCnlPLIzMZAcY3q6XFVhN537MK6DmZZoEspPJTLK4Zi3YDapxWoJNq7nrcCMtr6UyV9cazczKnilSWoyLV5pbq1lSoDMCrcaWsHJpCiqIZcwFulm+A5Lf9VhLrFmxhEm4HzcTGHUXr/rwSRhDx+FbdxMSaR1T5rynrNoMyH5k3niswhPNsFSOJRYcA7V2dh+0U6/Ad9nbkQnye36/uhBpJkM78lxV56kHMnTPuOZqsbLdOmNQrWRNUu9aAAAz416ZroFNc3dio6h4LR7zqoPmWnrNuq7EHwLxhXJjXplLToxysDfAa2h8UJOAoUG33IZzTsfvx+waodDyCpc5zFlHeqaW13LK7fBSOZXPpc4NTM/QI1HntWEI8VonfJe9HdDS0E68XNX7k2ZtzNao5TbcKPHKBR+RfYAvhBap9jGvlmiN1cnyqqf4RKAE3TPCWVi78aUwDIZmY4L/e+QUIgleCql2bsOW5dUh8Cz3kyKWV0u80lrUeXXGoHi6vjp3Vb1jXvMtr4m0hnCD4l2d/fCKeS22g51NHFHpNTWtjh7XrhKraW75gblnefUS0bUQ13OlzqtFZ0sQy3ujiIRr72bqie3G2xgBnwp04v+beAfG/d7JxAxwV0enoGZKAP97ajtO+Nc2opsFREIKplRznEzxTWKieCdsAhhYKg6dyDXPWMsptHQZE/1IPv4fgBKAsmozvvXwYfzHA/t5X30hKKs2Qzv+YkWb3IQxnm24RpZXpqtIPXc/SHMPfBffirjpURSONGFvZjHUEy+DafXZaHaiHn+xwEXXCTMMyMSouXi1La8s1/JK/E2gbQv532a/WGzEngSLiVeUqPNqsFzLK0yPAOIrjHm1LK/VZhsutoaoFGbep7rPzfLKH4slbDKoj298Ozwk7Otf7bxreYFZicxKvEOWstmGq03Y5LVBa2/gC8tr3RHitU5IbQtAm3ugnXqlqvfbbsMR0224RsmBvKAaF6/wZ62VNNxS84RNjLGs5bVGbrf56Em+a+kLFRevQHlFvKdTKjrpFKZDvYA/jOCJJ/nzNXYbdrrrWgmUiroNW+bPGixyee05/m9v8ZrdWXWNeXW87iSR0hpWJsfZDy9xVUq88kQTlZ2zlOjKutRWb3mtJG62nnjFttZCXM81t2EA+LPfuQT3bWugQDM/e6O+Z0qAYSNa1NL7WGYjHkxemiOYKCHo09trHoNYLpGQD5Mpc8yJTwIAiFzM8sqAdBwZGqhL0jM77MO0lGnnDiD+wOeATALBbR8F8YUwPJHE0ETSfo+y7m2ArkE99FTZ51HUKSSYv2Yxr5l9D4NNDSKw+QMgkmzPax3RAF5KLwPUJLTTr1Z1rnJh6ThSj/870i//t/dBOu9X7cVroRu1MTkI0tID2tTGz2kmbbJchiHJMMbPe7ZJuW3c/TU3y6vDbRh5Ma/ZagTVuQ3X0vJqmB4OWbdh5/kK3Ybzb9H+yEX419gtIP4mx/tg15GuZt618pYwlGt55V4kQB3chq0Sh0K81p25s0J4EyIvuQz6+UNVJW5KWW7D0ca4DVMzYyNxZOgloRY0kQQyNRSvqYwO3VRJ03VyGzbM662UEK/lZhuOJVR0SlNQI73wrdkCnH0FbXTa3qGeMYbBk6E43YateJUibsPZotwzHyipNYGjeMwrYMa9FIl5zU8inUhpDUvW5OyHZ425IpObtQNcTewNP4W31brEqbPddBGsQHYpNNvTYlZE5z1Pa2l5nTtTUzigNHTzZVDuxb7MwpwY+HpSzsbKGaMbx7We3A22Wd5MiYQUJA3+vWgJy/LqLV6tOq8qDVac1bQs7GzDBrTzB5F86Iug4VaE3vnXkHtWAuBz3uR0xh4/pdZeXl7vwBNlWciM5BRC6RGc0Lqqvu48/APc/ZgZyOx9CPLiSyEvWM/7aM5r7c1BHNN6wEKtUOvsOmy56Wqn9nhaeZnOn2cecc3VQggKsi8bkwOg0W6QUAv/2xavpjvx/HWl3YaLWV7zS+VYllcr5lVXs9fBErkVl8qxNsANsHQc6dd+NePkW5aHg+aWbTjP88pwsbxC8uG41l0gennCpsrHEubwniOm23ApJEqrs7zK7pvKTrLz/2zP0m9+5s4K4U2IvOQygOnQzrqnmzemhrI7eXkk03mW1zqLV0nPdRsGABJsRhNL2FbgWuCMc62X27Bh7mJKgRLilZSXbTg+NYUoTQHRbijrbgJAcEP4SO1iXk13l5yB23Yb9u4fQ+1K5RCHePUSYM6d1eJ1XnPVazylNqzGq7Mf+QvU7ERabGKpvt4cUPravVliXt36UYuETShxHS8E+pXF+Nr0DQ3MNpz7WOwYyekmaG9W1KtnxWkKKsgwU7yalldaRLzCrPOaocEZ1SL2IhvzqiGz+2cgoRaE7vg0aKTTPiaWUKEbLKfMmrLuJrD4GLTTr5U8h95/GAAKBEAl2BuVjIFNjwKZJKRFl9ivx815uaM5AAYCdf4m6H37wbR0dScsA0sUQk1BO7PX/SBLzNVcvJKcjWympsHi46DN3SCyDyQQAZseN/s5BCgByL1reMmYVMyzXS83XyvbMHEmbLISNPlCIKb3m/2ceVz1bsMG1BMvI/PSj2GMnqmsjTyYbXkNm6dwzlWFltf8n5k9R+SU2AHP8s+qmHcJ/11bJywn1pQnbKIF/Sj5PkpLb9iJbMMN48JdITQA2rUMJNjs6jrMmIHEzn9G6sn/cn2vHfMaaUzMq6ynuCuLnI3tIqEWhFgc6Uztzu0UrPVyG4YVv+uvTZ3X9Gg/AEBp6QFtaoe89HJcKR9BIpkq8c5cjPg4hn7+JTA1bxFg6Fy8Ogf0MhI2wXY3ro2FxigpwPgjY6xEtuHc93HL6xyIebWuUxFhZMfeVDz5FM/YWolLrfOQuRjz6pXN2UvUVkIpC/aFQC2uY0XnQ4kFGdwXnbWwtM+ESMiHtClejURp8UoYj3nN0EB9fkOmpUvrPwx94Ah8l2yzEyACQFrVkdH4ZuRUPLuJKy+6BKASjKHjOc0ZE/1IPfNNMD07T+oDR6ATGWe1thklbLJKB1nWQ9o6337dKmHX3mxunId7AWbAMOue1gNueSUggQi0Yy+4H6PWR7xm3aj5d2MJadrSAwAgTW0Oy+sQaLTTvl7GmLv1lTLv6EvbbTXHbTgOKEEQSu0Sf8zM3QGXagTlfbBsxQK7Zm1iorI28rBiXlW50G3Yjnk1vGNe3eaw3IRNlc+7dugXM2Cw0vOG0224Ug8fy/rqqV2t0CkhXuvOhbtCaACEUMhLLoV29vWcCQgAdyeeHIQ+eqbAUgVk3YZDARl+n2RbYuuFbKShEl9uAH6oBRJ0UC1R5J2VYYlXWSJ1yzZMVCt+pHS24XJiXq20+YEOPmHJizYgQDKg8dGK+qX37cf0/qcLSyMYOgzQXBfRcsSrJSBrZEUoFW+YjXnNClS35EI5iS8YQzLd4JhXj0yC6WAnfpnYiJHQMs/3MqC62JsSgqPSmFeCwglytt00LbJu2bn9qEX/5qLbcKPxLPVUt/Oh5Pmoy/1tPVcPK2Y5REIK0uBCxkp4JPncS+BkLa/TpnitQ5/N66DuexgkEIGy5rqcl53z3aRDvBIqgUQ6Cryw1BMvQz34ZI5FVu8/jKnQQuiQqr4/nDGeVtym1Nprv26F83SY4jUh88oDrM7ilTS1QV5xFbSze11DrXRz07f2bsOmcNLTZl/4fE+j3fwx3GbHvLLJQdBod1a8TrjHvZIiCZt4zCtBfsyrtV6xxauZgZhZ7sVVlsqBYcCIDfN/mps8FtrZ1ytyCWfJKcAXBDM3amjOeGDO/9axLp7TtvdQnrhLMD8SrPIM4Mw6kflYluXV4TZcqiZsPlbca6mYV+E2XH8u3BVCg5CXXAaoKejnDuY8rx74jfmPlD0wOklmdCgyhSxRhPwyEuk6WSlNFCONTF7tOxJuAQD4tcpjdr2IJfnE2N0WqludV6omuRXZo2C9RU6a9SKQGF9UhDv5BG9Nar5UZZO5tXvLpnNFL2MG9DyXGeJRdiH3fQwGq2a30qM9M1mRl/hwilO3mFf+d27MayqtgQENdRv2inklVMKjqQ3QJe8aj8wqclDFDjA/h4fwz+tbydZoYdztXLG8Eg9xZf05E93Z6DIxcxGvzYH6na+0BdXV8tpgkZ1PxOE2DNN9U/J7WF4JFwssPY10nSyvdpmMVAzK+rcVJI9yeh1NxnO9b2i0C8bUcM5zlgVQO7aLt5uOwxg9i4nQIv6eKn8jhJiWIcagj58DCbXYggkA4kkVskTQbGbYnpaivD+xYdf2aoExNQja3A1lxVWArtneaowZtmuunuFrB1JiXq8USoAj6jw0j7zOQ7nM+FvazOd5Em6FER8HM0UgjXaBhNsAJeBpeSWA50BICYGR7zacjheIVysDsV3nteJSOeZms0O8sjzxmtm3E6lnvgWWSRa83Q2WnAIJRstK2GgwViBSvTbKfpjcjB8lN5fVhxyIw/IKA6wMSSNJZsIsFB/z3JBt8erVHUvAX7jzV6MQ4rXOSL1rASWQ4zpsJCagnXoVtGs5/9tlAExldAR9fLAK+uW6W159LAUtr0aelawgoE+7vKM6LME6rz1cN7dhSUsijdLZGBloWaVylMQwxo0wfAEueog5qYUy3mn9Xc9nxc3kiVcYBre85rgNm7ETRRIs0My06W5cUTe8+wcUzdaXdQtyj3nlx+SWHEiYsV2NrPNKPRbjZYkCUmXsTQ1jXs1ueO9azxHLq3fM68z7RypNTvImotGisJxNEes1yc1teJYWak63YZLmAkcuYnmVmQroGtIkWJ+NAavUmRKAb93bCl52itep6VyvIxrpgjE1lFeuxRSvZ/aCpaahDx4FwDAe5OK12k/gjHk1xs+DOqyuAE/YFPLLCJpJ9mJGEJCUursN02gXaOcykEgn1GMvQB/rQ/LBzyP+nT+DPn4eep3chgkh+EViExihSD3/PV4mJ9wKopjzfVMbkI7DmOwHDB0k2gVCCGhrr2fSJlIk27Bt6XXm28gkQHxmHKlleU3nxrxWbHl15M3wchtm8XFAz5Rd0pGlYjwGuGipvOyjZ8xr3u8viUBVtZcNhwGClG15JXad10o3BBS5eCZ4ewPrAvYcahTiCtcZIimQF26AdvoVO9ZRPfwMwHQErnkfAPd6Yam0hoCPTx5Bv1T3hE0+loFGcyd+GuLuQiEWt+MYZkosoUKRKTqaA4glMq4u0zNFNlJQaRkDISnP8hrIjGGCtGTfFohAJX5E9ImK+pW1vOYtAqyYVxe3Ya9sw/rgMUT7X8KezNKaLR4N0KI7hrblFe4xr/zv3JhXKzHJXKjz6mUxdFJt7I0dq1mDmFd+XGEf5orltXTMa/Vt2/efsLw2TBSWs+nglozLEq+z9VX5fRIkWeEbf6Z4VbwsryDwG1wMZEh9SuVY4kJZe32OJdNiOulwG84LmaHRLkBNgqWzG8VschC0Ywlg6FBPvAy9/whAJUwEFphhBTOwvDKefZmL1/k5r08nVYQCii1ekxkDtKm9bm7DLDUNpOM8QRIhUFZcBf3cAST++2+gj58DYEA7tguGlbBJrq3llRBgkoUwuOBG6Gdeg3bqFdDmHvt1GublcvTzh/jf5ua11Dq/qHj1chsGAIMUlsqx7hkraaZ9L9hVBaqMec2k7FjVfMurEecb6urR8lyHWXIKNBjNltVzcxu2El+hvJhX/t5q7+dstmEwlo1lLYJEs3VeK93EKmV5pbblVVBvhHhtAMrqt4IlY0g88DnoE+ehHnwSUu9aSF3LQUIt0Mf7Ct6TTGsI+CUww0DIr9Q9YZMf6QJ3Ssvy2kxrV+s1lswgElIQCSnQdFZ1JmOmpgotmCaKkYZKvV1D7TY8Yl5TL/zAzhDNGENEHUNMbrVfJ4Qg6W9DCyYqEvUsblle8yy2TOelcpyWV8m7zivLJJF84j+h+Zvx3/EraiZmLMurF86dVXvnteCYfMsrtzY0tlSOu4XSyyLrJFssvbJzlnJ3rYXlde7EvLr3wyvLc4WNmw8XruW1nE2WWuIWz5qPm7W9nN9TvYmEFKjEB2rGK8r+oOtxXLxy18gUqU/M63SgBw9nNsF/6e2ur1uW16BfKrS8NnfxfppxryyTAEvFIC+7ErS1F9qxXdD6D0PqXAadyjPqvxXzGlAnAC0N2pJreY0neXb4gI/H1SbSGo/JrZN4tRMkRblgVFZtBnwBKKuuQfg9n4fUexHUYy/AyPDvmMi1TtjEr+VQ9zVctGaSdmgQAO4ijGymZxrl3xVtnQ+Witnx1rltFi8WboCCOEvlZLJuw7DFa57ltULxao/D01l3byOZFa8skwTUFEgwCr3/cFlu4dzyGnWEDTnOZ3tmWQmbyvce4pu1ZX2s/AazFmxmlCUaCSEwSOnkjW7IpWJezXaF23D9EeK1AcgLL0Zw+0fBkpNI/OSvwKZHoay9AQAfAN2KXSczOhZKY5j+xh9gPh2qu+U1gAx0OU+8KgHo1IcoTdas1mssoSIS9CES5Lun1boOp1/+byR+9llXy63PSEMrEtdoYdX+c2JMj0Ld9zDSu3/Gj0lPw480kr72nOMywQ500hjiqfL7b1te8xcBhgEdNDf5ke3yU3jd07u+DxYbxsDqu5GGr2ZixrI6euGMaWEuO6/871zLa8KReKxRZN2D3Z8vfrmqq/OaFV3Fk12Va/GZy5ZX6/RelteZJPAp5X59IVCWe3tNz1f63rTvXxe34dn8qpqCPqjIihlfwNvyGjDFaz1jXn+T3uBqdQX43CdRgu7WUE7CJgAgpiCykjY54y7lFddAHzgCY/gkpHmruTvmDK85AxBO8XPRtkLLazDABXLQJyOZ1kAjnXWzvFqf1QrHoc09aPrd/4vAlg+DBiJQVlwFFhsGho7wN9Q45tWe14gE/+YP8D44XKlpkyVeDwGSDBJuNY8xkzblrd/sNUkR11FGaM7ag6XjgGV5pRTwheykVazaOq+W2DVFKYl05rgNW+sR5eKtAAD16PP8+dgIEr/4+4KSRcwwuHgNRjyqDViWV7N9l2zDXjGvpErLa64Borw6r/zI4jkqvFBKZBvObl4L8VpvZjztfOlLX8JXvvIV19cymQw+/vGPY9u2bXjnO9+J48ePux53ISAvWI/QnZ8B7VgCEunkiZxgiddzBbGNqbSGpeQcoKu4OLWnruLVYAwBkoEhFwo+zRdBlCRqZ3lNqGgKKWgKKebf1WUc1vsPgyWnwFzqrPmRgi6778Dn4OI2rPe9AQAwhk9CHz8HZk6smVBnznFGuBNtNI54orxyOUxL8wQMhMKYHssV3cylVI61g5dX51U7dwDq4afhu2QH4s1Lsx+jBlhWRy+s7jktr247q4bjs1luw40Ur14WofItr9Vc0+KToZvlqmhrxDteaPZjXt0trLWwGGYzXl+4k//sxbyWtrzmxLzOgfuRZxzmY0uGSfAp7lY5BgI/M8UrCdRlY0CiuWNfPrFEBk0hBS1N/pxSOQDsWrBu4lVZcRU/iBmQ5q2CYRSKgkoxQOEzxbzkannl15Hn2+CWV5aezknso/Xthz54bEb9AMzPSghoNDvHOj+fvHQTIMmQTr8EAKBK7d2GAT6vyQvWI/j2v4SyZkv2ddMDjSWnQCOd9galJXALXIfttVwpyys/jukaoGVsd2EAIP5wNuOyXSqn0mzD5u/TtLxK3SvAEpNZt17TE0zqXglp3hqoR56HMT2GxC//EfrAEWT2PZz7sdLTAGM5CZtywgjs65i1vObPYV7eQ4SQqlz54ySEoJEA01UQZpQtXg1SvLSdF1a2Ya/xw8peXI77smBmVH2FY7EYPvWpT+HrX/+65zHf+c53EAwGsXPnTnzqU5/CJz7xiWpP96aANrUjdMenEX7334FIfMKlbfMBLVOwq5nK6OhmfALrTRyGPzNZ0J4XzNCQfukndjxDKdSMigDRwJTC0jK6vxlRmkRa9U4cVAmxRNZtmP9dueWVqSkYY2f5v/PKCzDGEEAGTCktXgtz4QHauTf4Diih0I48B32C13hlTbnilUS7QQlDcnTAve08i6k1Ufh7lgJ6Jkd0E0OFzqTctPOS5NqOeugpEH8TfJvu8Mz4Wy2lxKsz27CR95zd73zL6yzGvHpl6y02STLCa8BVHPNq1cqsVcIml1qzc8Xy6lUipSZ1P63rJCyvDROF5Ww6uC06ra9otsVryuBzqcok+BT3+4aR7K8phfq4DVNKioaRTCdVRIIKomGl0PIq+3hW23zxGu0CjXRAmrcaIARS90pXd8xqIcEoSKApt58J1Q7zCPplJFJaVlw78jWknvo60i/+aMZ94GVy2kE8EjERXwjywktAzNIxXsdVS36WXLlnJYijXjCRfSCBCP+3aSEHTHdiJegiXj2yGTpIIISAFgPTMrZIdZb2I/5QgXiFVKHbsCXQpocByQepfRGgq0CGuyNbaxIaboWyajPY1CD3ZkvFIC/ZBP38IRgOSy1L8jULF6/ellfrJ+Be59V9rOGbtZXf1KOkAxRWyacKLK+mcaDSrPayXNxtmBICnRFheG0AVa8QHn/8cSxZsgT33Xef5zFPPvkk3v72twMArrjiCoyPj+P8efe6WBcKhBAQR8IByXY9yR0AkxkNHeoAaPcKEABXKYegauVZP/Xzh5F57ZfZcjwlyCRN9xQXwWcEojWNeeUTuA+RkJmGvwrxqg+ftCeI/Np4aVVHkJQnXkFy3YYZM6CfOwB54QZICy+GevR5ZEbPQ2cEUnOueJVbeXyOOl4oXo3EJOLf+ygyrz+Sfc4SrwtW83M54nUDyWEMG5G8bMOFpXJYJgnt1CuQl18JIikO153SH7UcSrkN28kInDGveYM/QV7Ma1oFIUDA17gYRs9SLmUJyHIq/7qelD94TIbWQr98t+Fq+19/CPW6vvxxJslwsm7DIua10ZbX4gmbch+dx8/m7dgU9CGp83slw2T4FK/7JtvJFPHXpc+UEOhFxGssoSIS8iEa9mMqkSkQujTaBTZpidcBkHCbvVbwv+U98G++B8QXdHXHrBTLMpSfrIkxhnhKtT1lQmaySBrp4K+bm+xGYgIsPmbWqZ/ZxrYxNZgTY+qGvOIt9r+dwrIWOC2vnseYca85sbDEyjict6a1r4f38vo0mwcJOvSh47aYdLqbE38YLGPFvM4sYROZHgaNdICYCTitWq/WmoSEWiAvvRyQfWBqCsFtH4XvincBYDlZiFmKx/bybMPmKVzGAyvnL3Mpu+e1MecWJlMOI9TcVBk7C7DiSbKc2OK1Qlds2ba8Fmm7hBFAUBuq9uV7xzveAQCeLsMAMDQ0hM7O7KK/s7MTAwMD6O3t9XyPk/b2ptIHzTKdnZEZvd+IrsYpAIH0CFodbSlqDCF9Cq0b3oWTrwZwzdARBAIUba2lzze67zCSANB/AJ2d95buRHIMMQCBSLTg84y3dEAZ2I90UJnxZ1U1nVuUO8NYurAVAMAoqbjd8SN9/POBIKhN5ly3sfEpqMSAv6m5ZLuESiAs+x2mB05gOhVD69rLQRQfhn76z8CJXRgzmjCvuzWnvczy5Ug/B/jTYwXnGfzpf4IlJiCPn7Bfiw0kkAQQWLAGUy8/hAhNINwZgaGmMZUaxXn9YlzfEUFLhE/MY4N8Igv4pWwbe1/GtK6i88qbEeiMINI0AQDoaG9CZ+fMfytneA5Lz+sWjXC38pbWEGJmoq221lDO8ZJEEAhk7xVGKJqCCrq6ojPuXyVQAsiylNO35mY++TY1+b3vDVL8GnhBJAqoQFt74W8IAKbMUlehkK+stiVzknQe29rCd+ZDwfLaqBetI3xRlX8dg6Z1fSb340lKAR1oigRn9TPOJsHgzK+jRTnXsDnKN/qK/S5kWQIlyPkdt47y+yA8i/djT2cTkodMt2HI6O1pdo25Pk4owLjVjvoCUBS95n2OmONje3uTax8SaQ3LO1uwoJsv/v0hvz3eA8BQ53wkj7+Czs4IziVGIHfOz/ax8xIAlwAAAkEFUhXzphMzehTh3iXocLSTSKkwDIau9iZ0dkbQHA1gdCKFziVLcBpAiMXQ3BlB/MghxAFATaFVSUJp7XE5S2kYY4hPDSK8/rqcfuRjtFyLk09+DURLo9VjjK0Wv2kFD4W972O9rQuJ0dOI9i5Es+MY1rMQyRN7c95nZFKYBqD4Zc/2zsu93JV98iRCHZciDqClswMh8/jBaDMyQ2fQ2RnB9JgPSQChUJF5y4VwE78faXIC/t4laOntRT+AZl8Gwc4Iho1paKEouubxfB6R3/kkaDDCvcMA9HUtAU7vRucNdwLIrmHae+ehyYxia29vQmc7X6t0dvG+BR3jQf41tX4jHe1N6GzLWpolif9eKv1eE/42aKoMf2IAfMqkZbWRoQFkmIS2tkhl19Q0urS0hDzfNwYApLx+XOjM5BqVFK87d+7EP/zDP+Q8t2zZMnzzm9+s6oRebnVujI5O16xESz3o7IxgeLgw5rJSSLgNsb4T0My2VM1AL/gObDLYi5Hua7BsZD8GX3wM+qabS7YXP8JrymYGjmPwzDnQYHHhMNQ/hCCAFFMKPk9GCiNENPQNjGK4rdCtuBLGpnh8KGUM01NJyBJB//B0xdcwefIASHMPoGUQGzhrXzcAGDw/gBCADHwl29UZAGbYx6Vf57uMiegyvgvqCwGJCQzr8xHQ9Zz2MsyHhKEgM3o+53n11B6kDj4PSAqSg2eybfdz9+OAaXmdONeHRHsM+sgpEDD0ay0YH49DTfGJNDadQRuARDxlt5F49QmQaBemlB7EhmOYnOISfnw8DqUGydmteE+v6zY9zbM9jo5MY2KCL1wnJ5M5xzMGxJMZ+7nR8QSCPrkmv5NKIITAMIyc807H+P2XSGQ8+5OCHxIrfe/kY4UmT0wkINPCYdW6XqmUWl7b5ta2dWxnZwRT5vedTpfZRp2w+pHMu44ZMy5/JvejdR0TSW1WP+Nskq7BdQTKn5+mp/nvIv/7dGIYDJSSnNdj5u+p7Hu6DlBmIGPWetUgY3TUvSa5wUwx6Q8jldZg6KzmfU6apXAGh6ZsC42TiVgaCuXzHwCcODOGhV3ZzYmMrwV6fAJD50eQHj0PZdkVrn2MxzMg8B6ny4Nfj3SgM6ed0Un+nTJzvpMIMBVPYzROANmHqf5zyAzHkD5+wH7P8JEDUJa5J6kqhZGcgpFOIO1rLfl5Ut0bQPteRTxe2/vNSroYi6U921UVvshOSM3IOMc8fwf06XEMnRsC8fFNICsuWNO877E082HM1w352F6kwwsAAFMpgrh5fIb5oSViGB6OIXma54qZ1grXZ8VIJDRwWcqg+VsxmeHCa7y/H9PhJUiMDALB5mybTVy0wvp7yeVIv/QTDJ44ARKIIP7kj0Ca2jGhhzExyS3w4+NxSIaBzs4IRkf4b296ml9H3WBIJXO/q3g8bb+POMoAWpbcSr9XTQfGaBv8507A0HnukHLa2IvV2DvVjt+LeY95bhg6n6CmppKe72PgteIv1PmrXJzzE6WkYmNlSSW5bds2PP300zn/lStcu7q6MDycTb89PDyMrq6uIu+4MKFtC3LchlMZDYvlUTBQ0I7FYJ0r0ae1Qjrym5J1UY3EBIyxPsjLrgQA6GdfL3l+PcXdhqmvUJzScAtvNz5R1mdhzIB65FnXeNtpM7NwJKAAzEAk5KvYbZgxBn3oOKTu5aDN3QVuw2qc/xikQDmTaW6pHP3cG6CtC0DDrSCyD8py7qo0ZERtN2eLUEDBiBGFkszGALF0HOlnvg3avgjKuptgTAyCGXwhyuJjgD8MKdIOyH67zI8xxr/383prrguOHfPKB0tjegz6uYNQVlxdkNWvljGvxRINWKcxAEedt9xj8mNe4ykNwQYma7IgLjE05bi1/gZX47vJLd4HeGBlL6Qerl2Vlrkpnm14lt2Gi7h+uT1fTeOz/Rlnk3JK19SScr43t5g0twzEjSYS8iHNuKVaK7IXb9dh9je5JpKpBVYyK7cNd003kEhrptswn0smzYW8hVU/VB8+adY9dbdmusUSVoqX27CdHd4R85pMa9xFNtJhuw3rwyd5dmBCYYyeqbofzJGYqhSTq9+O/4jdlJM0rBZY0dDF1lakyXIbzl2/0hb+HRmTzvAh02222O+JUgwqC6EPHoeRMNdKBTGvCR7KdOgpHFe7kAm0lf2ZANMbyDpfpBPUdBu2Mg6z+ITtDu2Gtf5Rj7+E9K4fgE0NIXD974HIPofbsDPmlT9mEzYxl/WB+1jjFiZTDoQAo1InjFHTbbjchE3Uj/N6a8XnVEqUygFM8XoBz1+Noq5ZMbZs2YKf//znAIDdu3fD7/eX7TJ8IUFbe2FMnLeFSiqjY7E8glS4B0T2IRiQ8Xx6FeRYP9ike4IgC71vPwDAt3EHSDAKra+0eDVS3CpE/YXiVWky3XuTEyXbYYaB9NPfROrJ/0Lq6W8UvG4lZ+oZfBbx+/8XFgdiFWcbZrFhsOQUpK7loNHOgoRNqhm/KwXLsBITAonpYMwA0zLQBw5DWrDOfllZtRkAMKg329mRLSghGEczAulszdb0iz8CS8UQ2PJhnhyB6TDMGCYWH+eimBBe8N0Ur/rYWRhExogRyRkQqWW9M2NeteMvAGBQVl5tH1OPmNdiWyPOIuR2wgaXjLP5Ma/hWRGvhXXjylmkp2gIMVRhRbDbLpVtuPzmvPtfefdqiXdMMX+cWSZXK+b1Qk7YNDsxr8XORwgpiOf2KnvRSJqC2WzDGvFO5GPHUgfCNYkZdcO6793iXuPWxm1IQXOTKV7za72awkg352wvQVeLhE1WD6V88WrV5bZjXmUk0zoXIk0dMGLDPGHf8ClI3atAW3qhz0C85td4LUZGDuOE1m2HVNSKcmJeleVXwXf5O0HyYnNp8zwAgGEmdsxtyLufEiXolxcAhmYbGIjPMe/4w4ChQTv9GlhsCM+lV0GqONtw9ngS6eCeZJJsx7yyxDhoqNXz/TTSCdq1HOrenVAPPQllw62Qe9eYH7EwYVN2fQD70TvmNe9cpIrydOb5R0k7WCqGoBEr20/FclOu9JxWwqZi+yeGGX4lqC81XyF8//vfx5e+9CUAwAc/+EFkMhns2LEDf/d3f4cvfOELtT7dmwKpdT6ga7YQS6YyWCiNIB1dBIDvfh5V+eCuDRzxbAcAtLP7QYJR0PaFkBash352f0G5lXxsy6uLtVKJmDtzLoW4nTDDQOqp/4J6+GnQjiXQz+4rSKPPhSpDU98usOQk7jJ+ld11LBN9iLvQSF3LQaJdvFyOM31/kruuyMHSLghjtAMhJJF69N+gnd0H6Brk+VnxKnWvwP5l9+Dl9DJEgoULo5jUgqA2CaZrMOLjUA8/C2XdTZA6Fhek0TfiY/YuJ4m0OyyvfUj4O2CA5iZssiZoM/mDenQXaNfynN14t93PmVA623D2vF4JFQnJ3cFOpDSEGphp2NkPT8tlhe8r84z8/x6zWsXZhl0sr9R+nN2J0epHXUrl2ImvRMKmRtV5LafkjZsnQ02yS8+QSEixLa86LTbOWJbXcE2z9TqxrodbuRxr4zYS8iFqevFMJdzFq2aJGU/xOnPxzQhFioYKMg3nZ4cP+WUYjCGjGqCRThixEbDpEbBUDFLXUtD2hdzqVSW8TA4FiXaUPFbX+XWtteXVuSnreUykA/7L7igck5u7AELs7NC8HasuazFPBoIBqRcglK89UJiwCQAyr/0S8Ddhb2ZxxR4OOcIy0snnlFALL5ejq2DJKZAmb/EKcOsrS0+Dti+E/4o7HZ/R+hzO8/FHo4jldcOydmx7yyI0h3M92aq1vFICjFB+77SoI7YHVCkkWt1cJUulxzyRsKkxzNgk8pGPfCTn7/e+9732v/1+P/7xH/9xpqd400PbeMyDPn4OtKUH6vgAWqmKZNsSAHwCGTKi0OQQ5IGjgKMGmROeLfcNSAsvBiEU8sIN0I4+D2PkFKSuZWCpaegjpyDNvyhnV87Kaie7iFdftA0pADTNd+u0U68is28n5KWXQ155NYjsh3b2dagHfgP93BvwXX4nfBdvRfz7H0d6zwMIbf+Y3VYsoWK+NA4aH4Zy0Y0IHHwGt6UeBMtcadc4Y5kkMq8/AvXA4/Bv/gAU0/3ZQh88Bsh+0LYFoFZZgakhSB2L+eumEPeVIV7f8G+Eruu47vTz0E6/BlCZlyRwcFZaBCb1uWbLjfvaQFUGFhuGeuQ5gBnwrecFv2nLPAAExgTPRMji45A6lvDXwu3Qhk/xvo/1IR7gmxQ5Ljg0WypHO7MXxthZu4C6RaNL5WSzDWctr2712pyGh0RKs13QGkm1lle+A1z5+Zj5ub1L5eQ+lsKtD3PN8lpYwy/39Spb5/+/oC2v1mNjvmiv7zPnGJAC0UCrXADWkkjIZ8e86qSY27Dp7udvAmOsLq7OxdyGLQ+jpqCCgI+X9Mm3vBJ/GPCHuRsuIaAR9xArg7EZuz2nmYIJXw86857Pr8sdNMfuRFpDONIBZBLQzvF4V6lzKaCloR3bBSMVAw1UnnzFmBwEiXSAuOQJyEc3N+Etq1mtyBddFb1XUrhF2sXyWuz3K1GCNHygHUtgDJ8AZJ9dPhHIildj6ASwdiu0fqny79yxAWhliybBZrDEhO06XMzyCgDKymugnz8I35V35ZQo8iqVQ5ANKTJY4TXoaAni3TesKDhPYdHC8iCEYJjwyF4JetnuupYVu9IxNus27H2McBtuDI1fVQoKoGaRcGPkFLB0EzByEgBAOpYCgBkzSDAZWgRl4KhnO8bIaV6ja8F6ADBdYAm0s/tAwq1I/uqfYEycB+1ajsDmD/DJBwDS3HIpBwpdbeVgGCqTIKenwBhDes8DMMbPQR84gvSLPwQkBVBTIIEI/Ne8H771PKGUb+N2pF/4IbSBI5B7VgEAYkkVG32nAULhu/ydeGa0C1cM/BDxH34CtKUXJNzKdyHTcUCSuSUzX7wOnYDUuRSESvZOtVO8GpZ4DZeeSAkleEXaiFtuuQapx/4vaNeygjT8Vl1at0EuHegAVEAf64N68EnIizfahdaJ7AeJdMAYPw+ma3yX02F5ZakYjOkxsMQEYpHLAWTLqQDZmFclMYLkE0+Ati2EsvqtOed32/2cCeXWeTWKWF5pnuU1ntJmxW2YulhQy3FzJKTKiZRQMHgL32piXt365vVaI/HqRzkiqBTZerkX7uTf6BI01mlKx7zmP9dYC7EboYCMDPii2qC+EkeDi0MXi1AtsK6Pq3h1uA0TQtAc9mEqXhgyQ6NdMIZPgjR15IgZJ26ioFJ+pm3BRe0dWJn3vB3zmidek2kNTaYA0k68DFAZtG0hWJpvfBujZ0HnX1RwHqZlckoD5nyOqWHog8dsL6VSZC2vtd3YcpaAq+r9LT25Ma+25dW7n5QS6IxB7l2DzPCJHKsrkGuFNZZfCzx3rGKLs7UBaMgB7oYMgIZaYEz2Z8vkhIuLVxJoQvCWPy143ivnhTNsyM3y6nmeKm9nQsy6zeE2sPhY2RZP22240jqvZca8Crfh+nPhbm/PIYjihzR/HTJ7H4J2Zi+kidNIMRm+dj6oB318AhkLLASbGswpHO1EM+NdJVO80kAEtGsptBMvIfHgP8CIj8G36Z1gsWEkfva3SO36PreiqQkkDQWKUjhZEkIQY0HImRiM4RMwRk/Df837ELrrc1DWvQ3K8qsQ3P4xhD/wf2zhCgDKRTeCBKPI7P6Z/dx0PI3L/Kch9a4BDUSQ6liNr07fCNJ7EZihQT9/EFLXcoTe+Rkoa2+Efv4AmJpNasG0DIyRM5C6l/PP5xCv9jGmFdnfVNrySs2BVp5/EcLv/ScEb/ofBcfEEqqryzAAaCG+45d59Rdg6WkoF2/Nbd+sAccS2WLgAECb+Pssd6GYr8vuj/1ec9e0Y/AFgBkIbv0IiJwrrGtueSUlxKt1nMEc8baFAsZaBGRUHZpu2AuhRkJchGQ5llc3i225Z2TwrlVXueW1mOW4mv7VjlIxr5UWfndr5MJ2G7Ye55DllbjFvJb+PdUbSog9LhpF3IZty2vAchuufZ+thbBbzKvTbRgAmsN+TLqJ1wjf/CyWwIjVwPI6TcJI0cLN6kSK1+UO+gvFq9U3/dwB0PaFODOcxDDlc5kxerqgLe30q5j+1h9BHzlV8Jp66hXEf/o3YGoSvo07yuqzdV1rnrDJbK5UMkwvaDMXr7a7sNfOrgOJEhgGg2TGkJK8ZJnEzD8izV8HvclcH1QsXs37MdiWHbNDzTASk2C2eK0sCZSF9/yf/fiVxJbPJOaVMQbavtB6pqz3yVV6jSh2zGvxNwrLa/0Rltc5QvDmP0bil19A8tGvIEKDOK21Y6mfT3SUEvh9EgbkXqwEoA8cBV12hf1epqswxs9BO7kbtH1xTmkcecHFyLzyc8AXRGj7xyB1r4Dv4q1Iv/BDqK//GjTaCZJJIsl8CMvuexnTCCOgxZA58ASgBHjGW18Q0tXvdT0e4JZH38bbkN71Pain9kBZsgly7Dw66BTkpbzvkZAPB9X5yFy5Ga2RPGGWSUDd/wj0cwcgL7kUAPgkyHRIXdzthPiCvGC2M2lTJoEMk9AcCJS85gSOecZMc1/w2ZMqIiH3RZESiiLJfAiOngVtWwBp3pqc12lLL9Rzb8AwMzRaGQuJKV71M3sBcPFKMJYbo+JYvAdv+P2CLIeA9+5n9ZRreWWeyaKIw/Ka3cWfYzGvRa6Xm8W23BMaRSyv9uKhzMmVH+4uFmbT0uU8v7fldSb9s9q+cPdVG215LcfdmxDvmNfZNpJL/gDAACZ5W17thE2W23Ad+lE85pULVcsLJRr2YXAsUdiGOc7TaDHxOnPxTWlueIdF3AzzsL7rkFO8tptxqcyA1LkU//7AfoSDMv483Ap9JDdpE2MM6VceBHQN6Zd/itC2/2W/ln7tIWRe+hFo51IEb/oj21upFPVzG56p5XUeoGXA4uMgTe3QzTwXadnb+4ta4rVnFUBogeWVRjpBwm3wXbINCfOLqjzmla8htGB79rlQM5CO2xv+VjWJSvHy+sq1vJY/NszE8mowQGpfBP3M3vItr1XG68tluA0boGXH3gqqR1zhOQLxhRDa/jHQ5h741BhOax05cZYhv4xBdACSD7rDdTj17Hcw/fU/ROKnn4Exchry0k057SqrNkNasB6h2/4CUndW9Pnfeg+kRZcgvev7CMVOI8UUKIq7tSNOw2hSx6AdfxHKiqs8hV4+ytrrQTuXIvXEV6GPncW86YMwQOw+NpkWTbeMw1LPKkAJQjvzqv2cduJlgFBQ0/IKACTalWN5JSoX4m519vIhhICVyE/H3YbdF0VNQR+GdD5BKetvLhgIpdZeQNegm0m2LBcdK/5EO/cG4AshJRUWtaeyjEE9inPzb4K8+FLX8zc85tXeofZOFuW0vMbt5B9zK+a1mLgipLqYV5Xykh21srwWL5VTef9qiaUrC+7ZGogu20ImCctrozYpyrHoE1Is5nV2b0jZb9bXlMpL2FQLt1s3rO/Ly204HJDteak57HO3vFritYjllce8zqz/BMTV0phIaQg75rugn/8OE2mNu54qfFM407wQQxNJnOyPQY8uKEjapA8cgTF8ArR9EU/eaK5Z9KETyLz8Y8hLL0fo7Z8qW7gC9UvYZLVWTcwrADuJojHBXYe1s69DYxSTVt1UFyRKoBsMRAlAWrC+wHWa+MNoev//hrxgvd2vSr9zy21YC7Zmnwu18L4OnwJkP89AXAVeaw9K+XWsdG3iNt+Vg+U9R9u45bXsmFfzd1ipACrH8mrVYRDUFyFe5xAk0ITg9o9jMHIRXs0shT9PvMYzgNS1DPqgOREMHoN64HHISzch8LY/Qvh3Pg/fpbfntEmjXdziaiYLss9FKII3/D5IuBWB9CgSzAefh+U1ScMIGdOArkJZe0P5n0f2Ibj1T0CUAJIP/x+s0A5jUFloW4Yti6YVD5TzXkmGvHA9tDP7wJgBIzkF9eBTkFdenWNZpnnilWoppOEvaM+1f6T0bmssoRaUybEIBxX0661g/giUFVcXvG7V0NP73uB/WzGvoRauALQMpLYFrospKlH8/eQdOD/P+3rPVswrg3NyKjzGmmyTqdyagY3ENebVfCy+SK9uYXskfAW+MrXVs+3KY17dd7Wdj7OFl0i1xfWMJm7zOl3QCZsaa3ktRyy713nNff9sIQfMzdRillfrmgaauPirZ8ImlzllOqGiySEKm8M+TCdVaHpuJQAreaP16EYtsiV7zX2JlGpvKgO5CZusWq8A0KdnswOfN9p4qT8tK8Yze3eCBCIIbv8YSDCK9O6fgmkZpJ78KkioFYHr7stJAFQOWbfhWpfKITleWJXCkzMCxiRP2qSf3Y/jWheY7L0OsSyvABC89c/gv/Z3PY+t1l3a8l5RHfVhrVqv+sgpELN0XzWU2rwuw3M6733V3dPW9yaZbsOVZxuu1PJaemxmqPLDCCriwl0hzFFoqBkvdb4Do3JnzsBgFQuXelbyxExqCumXfgISjCKw5cNQll0J2tJT0Y+R+MMI3vw/YRAJCea3d5XySUs8fpR2LQNtX1RRbAgNtyJ4y5+CJafQghgGImvt1yyLpletV3nRRrDEBIyR01BffwTQVfg33pbbfrQLbHoMTOcCWNISSJPyxKu1a+eFqhlIZXTPmNdwUMYDiU1I3PBx16QU1qSmDx4DlIBtsSZUylph2xbAYKzQqkEAgLju4lt4xZ1US3Wlcgr7nbW8WjUDZ8NtmBQMbvWMedWlAAaNliKW18oECZ3LllcPsWML9BnMKtlSORfu1FSbTYBKzlfm72KOWl59Vk1vj8RAHCvbcLiiRDKVUDzmNZMTfhINW3Nf7sat1LUMoTs/C6l3LbyoRakc6thkdJJIa67iNWmGgJCmDkD249BkAJQQ9LSF8Pp4CGAGjHGeWV8fPw/9zGtQLroRNBiFb+MO6OcPIvnrL8GY6OfC1V9Y2aAUtoirsdswkLvp6qSctQ4JtQBKAMbEAE/COHEOB9X5RTeVLcsrPzct+n0aVboNs1ArBvUoUq3Lsn0NtvDXpkftHBzV4LV5TUl+WFF5fZ5pzCuJdkODXIXbcGXnKzdhkyiVU38u3BXCHCaV1hHw5Vqrgn4ZibTG3WmZgcwrv4Defwi+S28vyJBbCVLHEuxedA9+mbzMc2fPit3wrb0Bj+/pw8f+7/NQNb38c3Quhf/638cprQNTbRfbz9uW10Sh5RUApEUbABCoR59H5o3HIC+73BaEFty9isGIDQMAZD0NtUzxWsryen6EZy6Ohj3chgMKksyPGI26vk58QZ4QgRm21dXutxn3StsWwDAKF/y0yC6+RaW7myUhxVO8O2O6vGNesxsC+ZkrG4mbBbUc8UdR3WK8VNKb7LnLt7wWLgzmhliwRFV+Lyr9jF6tAxe2eJ29mFfvY9w8AWiJe75R+MJRGAwwFO8kfdYwmq3zWvtOl3Ibdm6CWnUuJ+PpgmOljsXFxUxdLa8awo5+BnwSCMmKV98l2xDY/AGc6J/Ggs4wrrqoG3uG+HyrHn8BxtQw1H0PA5ICZd1NAABl7Q0g4Vbo596AsuZ6yAsvLjxxGeimlVquww3ndj1OD8TwP/75KZwaKF7jnhAC2twNY3IAWh+v0XtI7S36HXptHrhRdaIqfwh/P/kOpMPzs301La8ASmYaLoZnwibkWl4riXmtyvJKzN8DpRiU5yFFSuc6AbJuw5WOA9ZmjpeXotmr2d9hvgC4cFcIc5hkRrN/JBZBv8Qtr90rAEKQ2fsQSFM7lLXXz/h8I0ovJmib5w95MLgCz5IrIK+4Cs/u68d4LI03To5XdI70vEvwL1Pb4Y9mB89wQAEBd6lygwYioN3Loe5/FFBT8OVZXYFsjBCb5K7DipGCKpU3gHnttgJ8AfKdRw6jKajg0lXucTnWJB9Pap7nsGJZ8icK4hSvLjFMxRZCFvWIeS0Wq2FbXo1ibkPZ1xKp2RSvjY15LSXcKrW8clc2d/E922LB67PWolSO1TgV2YYbHvNa6neRv3i2/p7tBGJKtB3/MrUdYy2FpVps8uq81qPLxeu85ib+izaZ4nXa3euoGMyYuduzc5PRSb7llRCCoE9GMsU3q+V5qyGtuhYn+6ewrDeKTas7MWJEkPa1Qt33MOI/+DjUw09DWXWtHd5DZB/817wf0oL18F/1nqr7XC+3YcD9eux6YwAZzcCu/YMl30+b58GYHIB+9nUg1Ip+vaX4Jikt7lXlxI55rfA7t36Xzs9FglFYc/xMLK9eySIpJTl14BsS82puTT0Sug2PKzeW9b7s2FXZ+TYsb8ef3LUB3W3escKGsLw2BCFe5yCpjJ6TrAngcYPJtAbiC4K2LQIA+De9o+K4ETcymuHpMgwAzN+EJ7RLMRzTcGZoGgCw5/CQ5/FuZEsFZPtLKUE4qLjGvFrIizcCAKRFl9i1XJ0QR7mczP5HEWWTSMgtZfWpmOX1sT19OHF+Cu9720pEPRI22eI15d1/K+41PyU9jx0ikFrnu6aUt8Vrkd3ZbCIHz0MqgpXIkufMNuw1ORFkNwRst+G5EvNqCcgi73Oz2JZDKQFQqSBxs3T91sS8zqB/VsImWkbCtTcrtmW7QV9zWR4JxD2+zfk4W0RCPpzRO6D4vMcZRgg0SIDs454udegzoe5jNmMM0wk1J/Ffs/lvt1qvpTAYm7FLuXe2YTXH8gpkvb4sBkYTSKZ1LOttRm9HGN1tYXzL936E3vkZ+K+9B8r6rfBd9vacNpSllyO0/WNlJ3t0Q6uj27Az3AXg39mew9yb65UjQyXdh2lLD1hsFFrfGyDz14H/iotYXh1uw6UwkyxXfM+6rSEIlUCC3JNuJpZXZq89CjdYi9WB92Imlle7NB980IuUy3Iyk2zDG1d0FD1mEhHEpeaixwhmjiiVMwdJpTUE88SrFfMKAPLyK6Erfsgrr6nJ+VS1uHj1+ySkVd0WrKsXtuC1YyPQdKOsrL5ANq41P3NvJKR4xrwCgLLsSqiHnoH/8ne6vk4CEUAJILNvJ1h8HEexBAcjV+G6MvrkFfM6NJHET58+jg3L2/GWi7yzPjaZFsXpIuLbsrzSptyJQll/M6SeVdyNzWUn3dpcLm555Y81WzwSAsaKTLj2eZnn5ERpruXVr0hl3yO1xM2CWo644u+rZgc49xyFr1c2WRJCClR2OSKjEXgJ8ZqWyhGW14aJwpnHvNavb+VgbYj6PLLlcyiS8KPVHPPrIV69LK+JtAaDsRyLZtR2G67C8lpBCRIv+KI/t5+abiCjGgUJCp1rDwA4fn4SALCsNwpCCDat7sTOF84gEd6ASOeSmXWsCJbbcK2zDQOFXlinBmIYnUph9cIWHD47gVMDMSyd5x4eBFgZhxmgJkF61wNIlIx5LdvyWnXCJv6Yv8QhoWaw5NQMxWvuObLn5L8v26247NJw1X2n+aV5ym1HKqPkTbV8j23H4qYoClN4CmqJEK9VsufwMMjxMVy2vLIiz2+cGsPxc5O4/Zolnj+0ZEZHS17d06BfhqYzpDM6/Bt3AGZh7ydfO4fXjo4UPWckqOA9N63MmTydZDS9qA+/X6GmeB3G4p4Itl6xEF/56es4dGYc65e25xyrGwZ++tQJbFrdhWW92cF+yrK85vUhElSKTuA02oWmu//R83VCCM84PHoG8pot+N6+5VjnL293183yyhjDt3YeAiUE99yyuuhgGDTr4VkWxt+80od9x0d5vwnBrW9ZhOUtpttwqBUjE0n87LlT2LppPsLBKKgZ+2O4FJ23zpufjTK/r9bnqAVJEoREvIcEq08/efI4Uqqe85zzGDvmNaXNissw4JXwqPRim1a9A1xcAFQqPN3WKXPF0uV1HWuTfdYUwCLmteExr8XcEomL5bWc+rCNwNoQ9RcRrwO+RTgTo/jRj/diaCKJ9ubyQksqwZmwaWAsgd+80oc7r1vm6nXkUyQE/TLGp3NjXqfiGTz4/Clsv2pxTu3zA6fGcKxvErdvXlKThE3Z2ESGnz1zEmcGY7YlsCkvwV7IDFmyOHl+CkG/jJ527jp5+eou/GrXaew5MozrN2bjK4cnkvjvp44jleFzxbz2EN59/Yqc++yRl8+iPerHptXZOubxlIqfP3MSW69YiI6W7Fyu6obruF4L8tcCew4PgxKCe7evwae/+iL2HB62xev+k6M4eX4KtznWcHYuDkJh9KwFsKdkzGuxud2JVd+2Wrfh/POQUAswehY03IaXDg4illBx0ybv7NYW/aNxPPHqObzruuX8HoTb/A+8fmIUI5Mpsw/l9rW84/KxLL0AKqrfXK3ltbw+0bpkMxfkcuGuEGbI6cEY/u0nr+FY32TZ75mMZ/AfD+zHA8+cxAsHvOMokmkNwTwXqOWmENz54mn7uaN9E/jOw4fRPxrHZDzj+d8LBwbx/ceOeJ5P1QwosvfE71ckZFQDJ85P4fLVnVi3tA1+RbLdapw88vJZ7HzxDP79gf1IZfiEpxsGdr5wGpGQgu7W3FiBFQtacKxvEkfOTnievxS+S7bBf/X7sLf9VoxPa1ja671D6sQt5vXZff04eHoc775hBdqixRc4hBCEAjKmkxoOnxnHdx85goHRBCbjGRw/P4l/f2A/ktEF8G3cAWnxpfivXx3Eg8+cwA8fP5bTDk/YlDvYSZRgfmcYz77en7NwcFJry+sTvhuxU7rZ8/XejjDWLGqBZjDbfaYpmHufUpJNjpJIz554dXP/Lcd1t9rYm1JuT0G/jGs3zMOaReXtdrv1wxYZszwvdrYEcOXaLqyYn+satX5pO264bP7M7kdrMXgBi9d1S9tw/aXz62JhcsPejChyzJVru3H1ulwvlHBQwbUXz8OaRS3161wZ9LSFcOXaLqxe6N2Ppg03YnfTDZiMZ9DdFirp+lcNTrHwn794A4/t7sNPnzrh6XW0ckEzdu0fwNhUyn7uu48eweN7+vDNnYfsTcCpeAb//sB+PPDsSex6YwAMM8vozfvKLXrP7uvHL58/hdHJFKaTKpbPj2L98txrk295PXF+CsvmRezPu6i7CYu6m/DzZ08iYW7kGozha788gNeOjWAynsHYVBq/fuksHtudrQf7+olR/ODxo/jqgwcwOJ6wn//B40fx2J4+fO1XB3NCUJ5/fQCLur2Tcs2EXAsew57DQ1izuAXdrSGsWdSCPYe56/DEdBr/8cAb+NkzJ/HSQUeJPrPWK+1aBihmVYEiP6jFPRGMTqVd11D5VGt5bYsGEPLLeHxPX67rcJCP28NpP/7rlwdw/6NHcPDUWNG2dMPAf/7iAL+nnz7hGuoEAFdd1I1IiJeBWt4bxcoiv0knM4p5NT9bJfWbq415LYe3bpiHyzzypAhqh7C8Vsn2qxbhxYOD+MbOg/jMfVcUFX8W9z96BGnVwILOML7/2FGsW9Lmmsk2ldEQ8Oe2t3ZJG65a141f7TqNy9d0obs1iG/uPIS2aACf/dCVBdmJnTzwzAn84rlTeMtF3diwvHDSVkvEvDp3tC9b1QmfImHD8na8emQYH9y62hZeg2MJPPDMSSzuieDMQAw/feoE3nfzKjz6ch9ODcTwh3esy6ldCwC3X7MELx0cxDd2HsLffqi865iPsuJqTCUy+N5XX8Sy3ii2XNJb+k0o3G0dj6Xxg98cw6qFLdiysbw2moIKJmJpfGPnIXS2BPDZD18JvyLh9EAMn/vWbvz4yVO4b/u78cSr53Dk7ARWLmzBs6/34y0XdWPdUm61d0vYRAjB7966Bv/wnT3476eO4wNbVxecO+uaUxs06odKvbNIR8M+/L/vu6xoG84NgURKRXgW4l2tfhRaBktbtKotlVPK3ZgSgg9t9y5/Udie+zmcj7OFIkv4wzvWFzy/YkEzViyYYayP9RkvYPG6fH4zls+f4XWsgHLclK9zGVMpIfjQjvLv6XqhyNT1fnRy9boeXL2up679sBbED790xnQzjeDxPX323Jrv+fS+m1fhr7/2Ir7968P407s24JUjI9h9aAhL50Xw+olRvHBgEFev68H3HjuCtKpjQWcTvv/YUbQ3B2YcikEIwfg0n+9WL2zBx993qT1+dXZGMDwcs48NBmScMzPvpzM6+obj2H714py27t22Bp/71m786IljuHfbWjz16jkc6ZvEfdvX4K0besEYw5d/sg8/ffoENq7qRCSo4NsPH0J3WwhT8TS+tfMQPv7eS/HGqTE89/oAls6L4PDZCTz92nlcf+l8/PA3xxBLqPizd18yo8/thTPm9dxwHIPjSWy9gtcOvWx1F77z68M4NxzHz589CVU3ML8zjPsfPYKLlrQiEvKBKH7IKzdDXngxkmVsKt942Xw8/3o/vvvIYaxZ3IJwkXJyRpWb1KGAjLtvWomvP3QQT756DjdeZtYQbu4GfEF84zfn4FcktEZkfPPhQ/jbD7/F03vhkZfO4vQgv6cf230Wqxe1uM5R77lxZUV9tKh2SnO6v7MK6jdLUv3m0h1XL6l5m4JCLtwVwgwJ+GT8z7s2on80gQefP13y+FeODGP3oSHcce0S/MEd65HKaPieizWUMeZaKgcA3nvTSgT9Mr7x0CH8/NlT6B9N4He3rS4qXAH+Y+rtCOPbvz7sasXLaEZxt2FTcM7vCGNeO6/Ptml1J6YSKo72TQDgQuqbOw9Blij+5F0bcONlC/D4nj7s2j+AB545gY0rOnDFmi7Xtn932xoMjiXwi+dOFf0cxfjBY0eRTGu4b9uasgcwQrKZ6gC+uaDpBu7dtqbsmKhwUMZrx0YwNJ7EvdvW2oP/4p4IbnnLQjyzrx/Pvd6PHz9xDGsXt+If/vha9LSF8K2HD9mWaTfxCgAr5jfjpk0L8JtXzrlaphmDq+tOtbglOaoU54YAdxtufI1Xqx9uyST4Y2XukeWer5bzoNtOdKWux7+V2OL1wo15bTQ1yRItsMeN/SfGcOnKDnz8vZeiLerHwy+eAZDrNgwAXS1B3PnWZdh3fBRPvHoO333kMBZ1NeET79+E5fOj+P5jR/H03vN46eAQbt+8FP/jHeuQVnWcGZye8RhACC8FU858F3JYXk8NTMFgLCckCACW9ERx65WL8PRec7578jguWtKKay+eZ56P4IO38I3ub+08hJ8+dQJjU2l8eMda/M4NK3DozAQe3d2Hb+08jJ62EP7ifZdh7eJW/PjJY3h2Xz+e3dePW96yEIt7IjP74J7Xg8Aw1wJ7jgyDALb17LKVHSAAvvXrQ9hzZBjvuHYp/uDt65BMa/j+40ftNoI3/B6UFVc5khl5n0+WKO7bvhaxhIof/eaY94GYQakcAJsv7sG6Ja348ZPHMWq68vouvgWvrfojHD0fw903rcR929ZieCKFB5454drG4FgCDzx7EptWdeJjd1+K1qgfh85M1FT4VZ9rgtjrjYpiXmn9Yl4FjUFYXmfAZWu6cM36Hux84TTao/6C8jZOvv/4USzqasItVy6CLFHcds0SPPDMSSzqPo0OR/yNpvMhNOgvXLxFQj687+aV+M9fHMDJ/ilsvrinIObUDUWmuG/bGvz9d/bgWw8fKnBpmJhOo6vVO07UEmSbVmfft2F5OxSZ4rHdfZiMZ3B6MIbDZydw77Y1aI34ceeWZXj12DC++ssDCPolfLBI/Oi6JW249uJ52PnCGbQ3ByrOTjs6lcILBwZxx7VLMb+zfLciSvhO8ksHBzE4nsQrR4Zx1/XL0VMkDXo+1o7pdZf0Yu3iXJfQOzYvxSuHh/G1Xx2ET6H43W1r4Fck3LttDT5//yv4zq8P45IVHRiZSBUkQ7G4c8syvHp0BN/ceQjveOvSnNfOjcRrGltRbZmY/DYmptN46eAgJqbTWNBVHzevUtAqLa9u7yv/fLX7Lmi+WwCc7p1v3hnXLjFwAVteG005mzqC0lhjcdAv4wNb+aby7966Bv/7R3sBFLoNA8DbLl+IFw8O4buPHAElBH/27kugyBT3bluLz37jJXxz5yEs6GzCtrfwdcPtm5fiZ0+fqMEmI3//O966tGjZD+vzJNN8ntx/gruX5otXALjj2qXYc8Qx3926JqefbdEAfueGFfj2rw/j4OlxvG3TAqyY34zlvVG8eGAQP3j8KAiAT3zgMvgUvqn91//1Ir7+0EF0twZxx+alBeesFZRwkfbSwUG8eGAQKxY0o7mJxxw3N/mxckEzjvRNYnF3BFuvXAiJUuy4ejF+8dwpLOxqQrsjxMgqEec1p1tYG9w7XziD+Z1NaGlyr2pweoBbwauZ6wkhuOfWNfirr/HruGVjL3Sd4XsvjGH90jZcs74HhBBs2diLR14+i67WEMJ5oT6P7emDIlG8f+sqBP0y7rllDf7Pj/fWdLOL8s5W/D5CCFLmGi6WyOTESBdDtt2GxZj324oQrzPk7ptW4uDpcXzr4cNFj1Nkij+9a4Pt7rP9qsV49cgIfvLkcdfj2yLu8ZZvWduN3YeGcbJ/qiIXjeXzm3HLlYvw8EtncmI1LFYtaPF8b3s0AIkSXLE2G/MU8MnYuKIDLx8awp4jPG5j/dI2vHUD32kN+vnE/eWf7MPdN67MST7hxntuWoEDp8fw7RLX0YtFXU3Y4XBlKoemoA/xlIb/+PkbAICl86K45cqFFbXR1RpEW9SP37lhecFrPlOo/vMPX8NdW5ajyxxYVy1swdsuX4DHdvdh1xs89tnL3TLgk3HvNj5ZWP104uZ2Xi0tTX5kVG+34XKIBBUc65u0+9pRh8Qo5dDS5CtIetYUUiBRgpYm73uxJeIvO5FG7vn8aC3SbuXtFX6vlpx7M1vIfIo1Jb2JP+QcoznkAyUELZHajSUXItEQr1t+940r7Plu/bJ2XLthHl4/MerqkkkpwYe2r8Hnvr0bW69YZFsW53eEcce1S/HzZ0/hvu1r7HXDtrcswitHhj3Lt1XS16XzorZrbDHamwMwGLPH9PkdYdfz+xQJ921bgy/+4DW8+/oV6HQREtdt7MXuw0MYmUzhzi3LAJghMtvW4LPfeBlv3dCLleZapKsliHddvxw/fuIY7t22pkQ26ZnRFPLhwKlxHDjF69e/7fJVOa9fta4HJ/qncN/2NbbV7rZrluC1oyP48RPua7j8xFdu3LF5KfYe47G/pchPdlkunS1BvPv6FTy29TT/fCG/jHtuzRoU3n39Crxxcgzf+bX7+uvDO9ba8+aG5e3YfHEPDp2eqKo/buTP1eXSFFIwnVTte3NJkYzQTlqjfjQFlbqUXRI0BsJKFbCaRUZHp8tOJz4bWLEhybSGsVi66LGRkFIw4KuagaGJZMGxskTQ1RL03F01GIOqGgXxo6VgjGFoPGnXS3PS3Rr0jKNhjCGZLnQBVTUdQxPZZBPz2kIFu4PJtFbUIu0kldEwOlX8OnrR1RIsGrfrhm4YGBxL2o7Dxa6BF5puQNWMop/ReQ2se4YxhsHxpO0S1BYpbrmfmE4jnip0+W4O+zyzSFeKqhkAWFVxxxYZVcew6Z5EwJOpzEbmPVXTQQgp+D5L3Y+aboCxyq+BbhjQNFbxb9IL/l3Avqc7OyM4dGwYH//35/Hem1bi5jIWnb+NJJ/8GrQjzyB8z1dAA/VxEbxQyI9dLEYl47TAm0RKLZgnDTMUqFjyOq/r7/Z8RtVBCGY0Tqsa36R0ayP/vsmfq1qb/FV9FgvdMKDprEDMJ9MaAj6pYN3TiHszkdLszM8SJehqDeZY5QzGkEhpBXNttWs4J84504uQXy5pACjFyEQSaXNeaWnyFcTZpjM6RqYK+xFQpILs3AbjlS/y1zXVkj/flUv+Gq7cdWC1a2hB7XDeM5QStLdX5qUnZqsaEPTLmF/F4KrIFPM7whW/jxJS1Y+OEFLSRcjrfW6xi4oslex/JZNOwCdjfkfjbkmJUvRWcf2dyBItKXjdrgEhpCL35JYmf1GLYS2odOJww6eUvicagdfCrtT9WG0iFIlSSDU0XLl9FxdCzKvlakeIcBtuJEK41ga3eZKaWemL4XX93Z6vhQWyEuFb6VxV6l6SKIXbMFvJNag1oYBc9DuihLhuEle7hnPSqDmzlEut31d+PyghNf1eql17VLuGq3YNLZg7iBWCQCAQ/BYwV7IN1xdzShLiVSAQCAQCgQtihSAQCAS/BVjxOW/qOJ0LwbwsEAgEAoGgaoSvkEAgEPwWEA358P/ctta1VvObBlu8in1VgUAgEAgEhQjxKhAIBL8lXLN+3mx3ob4I8SoQCAQCgaAIYoUgEAgEgrkBETGvAoFAIBAIvBErBIFAIBDMEUTMq0AgEAgEAm+EeBUIBALB3IAQAORNnlFZIBAIBAJBtQjxKhAIBIK5ASHCZVggEAgEAoEnYpUgEAgEgjkB8TeBBCovOi8QCAQCgeDCQGQbFggEAsGcwHfxzVBWXDXb3RAIBAKBQDBHEeJVIBAIBHMCIvtBIv7Z7oZAIBAIBII5inAbFggEAoFAIBAIBALBnEeIV4FAIBAIBAKBQCAQzHmEeBUIBAKBQCAQCAQCwZxHiFeBQCAQCAQCgUAgEMx5hHgVCAQCgUAgEAgEAsGcR4hXgUAgEAgEAoFAIBDMeYR4FQgEAoFAIBAIBALBnEeIV4FAIBAIBAKBQCAQzHmEeBUIBAKBQCAQCAQCwZxHiFeBQCAQCAQCgUAgEMx5hHgVCAQCgUAgEAgEAsGcR4hXgUAgEAgEAoFAIBDMeYR4FQgEAoFAIBAIBALBnEeIV4FAIBAIBAKBQCAQzHmEeBUIBAKBQCAQCAQCwZxHiFeBQCAQCAQCgUAgEMx55NnuQDEoJbPdhZL8NvRRMLcQ94ygGsR9I6gUcc8IqkHcN4JKEfeMoFKse6aae4cwxlitOyQQCAQCgUAgEAgEAkEtEdUd3XQAAAaLSURBVG7DAoFAIBAIBAKBQCCY8wjxKhAIBAKBQCAQCASCOY8QrwKBQCAQCAQCgUAgmPMI8SoQCAQCgUAgEAgEgjmPEK8CgUAgEAgEAoFAIJjzCPEqEAgEAoFAIBAIBII5jxCvAoFAIBAIBAKBQCCY8wjxKhAIBAKBQCAQCASCOY8QrwKBQCAQCAQCgUAgmPMI8SoQCAQCgUAgEAgEgjmPEK9V8OCDD2L79u24+eabcf/99892dwRzmHvuuQc7duzAHXfcgTvuuAN79+4V94/Alenpadx2223o6+sDADz//PO4/fbbsXXrVvzLv/yLfdzBgwfxrne9C7fccgv+8i//EpqmzVaXBbNM/j3zyU9+Elu3brXHm0cffRSA970kuPD413/9V+zYsQM7duzAF77wBQBirBEUx+2eEWONoBRf+tKXsH37duzYsQPf+MY3ANRwrGGCihgYGGA33HADGx8fZ/F4nN1+++3s6NGjs90twRzEMAy2efNmpqqq/Zy4fwRuvPbaa+y2225j69atY2fPnmXJZJJt2bKFnTlzhqmqyj70oQ+xJ598kjHG2I4dO9irr77KGGPsk5/8JLv//vtnseeC2SL/nmGMsdtuu40NDg7mHFfsXhJcWDz33HPsPe95D0un0yyTybB77rmHPfjgg2KsEXjids888sgjYqwRFOXFF19kd999N1NVlSWTSXbDDTewgwcP1mysEZbXCnn++edx1VVXoaWlBaFQCLfccgsefvjh2e6WYA5y4sQJEELwe7/3e3j729+O7373u+L+Ebjyox/9CH/zN3+Drq4uAMC+ffuwePFiLFy4ELIs4/bbb8fDDz+Mc+fOIZVKYePGjQCAO++8U9w/Fyj590wikcD58+fxV3/1V7j99tvx5S9/GYZheN5LgguPzs5OfOITn4DP54OiKFi+fDlOnTolxhqBJ273zPnz58VYIyjKlVdeiW9/+9uQZRmjo6PQdR1TU1M1G2vkBnyGNxVDQ0Po7Oy0/+7q6sK+fftmsUeCucrU1BSuvvpqfOYzn0EqlcI999yDbdu2iftHUMDf/d3f5fztNs4MDg4WPN/Z2YnBwcGG9VMwd8i/Z0ZHR3HVVVfhb//2bxEKhfAHf/AH+MlPfoJQKOR6LwkuPFauXGn/+9SpU3jooYfwwQ9+UIw1Ak/c7pnvfe97eOmll8RYIyiKoij48pe/jK9//eu49dZba7quEZbXCmGMFTxHCJmFngjmOpdeeim+8IUvIBQKoa2tDXfddRe+/OUvFxwn7h9BPl7jjBh/BF4sXLgQ//Zv/4b29nYEg0F88IMfxFNPPSXuGUEBR48exYc+9CH8xV/8BRYtWlTwuhhrBPk475lly5aJsUZQFn/yJ3+CXbt2ob+/H6dOnSp4vdqxRojXCunu7sbIyIj999DQkO22JRA42b17N3bt2mX/zRjD/Pnzxf0jKInXOJP//PDwsLh/BACAw4cP49e//rX9N2MMsiyLOUuQw549e3Dvvffiox/9KN75zneKsUZQkvx7Row1glIcP34cBw8eBAAEg0Fs3boVL774Ys3GGiFeK+Saa67Brl27MDY2hmQyiUceeQTXXXfdbHdLMAeJxWL4whe+gHQ6jenpafzsZz/DP/3TP4n7R1CSSy65BCdPnsTp06eh6zp++ctf4rrrrsP8+fPh9/uxZ88eAMADDzwg7h8BAL6A/Pu//3tMTk5CVVX88Ic/xM033+x5LwkuPPr7+/HHf/zH+OIXv4gdO3YAEGONoDhu94wYawSl6Ovrw6c//WlkMhlkMhk8/vjjuPvuu2s21oiY1wrp7u7Gn//5n+Oee+6Bqqq46667sGHDhtnulmAOcsMNN2Dv3r14xzveAcMw8L73vQ+bNm0S94+gJH6/H5///OfxkY98BOl0Glu2bMGtt94KAPjiF7+IT3/604jH47joootwzz33zHJvBXOBNWvW4Pd///fx3ve+F5qmYevWrbjtttsAwPNeElxYfO1rX0M6ncbnP/95+7m7775bjDUCT7zuGTHWCIqxZcsWe/0rSRK2bt2KHTt2oK2trSZjDWFuzsYCgUAgEAgEAoFAIBDMIYTbsEAgEAgEAoFAIBAI5jxCvAoEAoFAIBAIBAKBYM4jxKtAIBAIBAKBQCAQCOY8QrwKBAKBQCAQCAQCgWDOI8SrQCAQCAQCgUAgEAjmPEK8CgQCgUAgEAgEAoFgziPEq0AgEAgEAoFAIBAI5jz/PwQIz5gpIkVnAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x_test[0])\n",
    "plt.plot(x_test_pred[0])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1360"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
